├── utils ├── __init__.py ├── data │ ├── __init__.py │ └── dataloader.py ├── train.py └── test.py ├── babi_data ├── processed_1 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_10 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_2 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_3 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_4 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_5 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_6 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_7 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_8 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── processed_9 │ ├── test │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 15_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_question_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 4_node_ids.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ ├── train │ │ ├── 15_labels.txt │ │ ├── 16_labels.txt │ │ ├── 4_labels.txt │ │ ├── 18_edge_types.txt │ │ ├── 18_question_types.txt │ │ ├── 19_question_types.txt │ │ ├── 4_edge_types.txt │ │ ├── 15_question_types.txt │ │ ├── 16_question_types.txt │ │ ├── 18_labels.txt │ │ ├── 15_edge_types.txt │ │ ├── 16_edge_types.txt │ │ ├── 19_labels.txt │ │ ├── 19_edge_types.txt │ │ ├── 4_node_ids.txt │ │ ├── 4_question_types.txt │ │ ├── 18_node_ids.txt │ │ ├── 19_node_ids.txt │ │ ├── 15_node_ids.txt │ │ └── 16_node_ids.txt │ └── rnn │ │ ├── test │ │ ├── 18_rnn.txt.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 19_rnn.txt.dict │ │ └── 16_rnn.txt.dict │ │ └── train │ │ ├── 18_rnn.txt.dict │ │ ├── 18_rnn.txt.val.dict │ │ ├── 4_rnn.txt.dict │ │ ├── 4_rnn.txt.val.dict │ │ ├── 15_rnn.txt.dict │ │ ├── 15_rnn.txt.val.dict │ │ ├── 19_rnn.txt.dict │ │ ├── 19_rnn.txt.val.dict │ │ ├── 16_rnn.txt.dict │ │ ├── 16_rnn.txt.val.dict │ │ ├── 4_rnn.txt.val │ │ └── 4_tokens.txt.val ├── extra_seq_tasks │ ├── fold_1 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_10 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_2 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_3 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_4 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_5 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_6 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_7 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_8 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ ├── fold_9 │ │ ├── noisy_parsed │ │ │ ├── test │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ │ └── train │ │ │ │ ├── 4_edge_types.txt │ │ │ │ ├── 5_edge_types.txt │ │ │ │ ├── 4_question_types.txt │ │ │ │ └── 5_question_types.txt │ │ └── noisy_rnn │ │ │ ├── test │ │ │ ├── 4_rnn.txt.dict │ │ │ └── 5_rnn.txt.dict │ │ │ └── train │ │ │ ├── 4_rnn.txt.dict │ │ │ ├── 5_rnn.txt.dict │ │ │ ├── 4_rnn.txt.val.dict │ │ │ └── 5_rnn.txt.val.dict │ └── generate_10_fold_data.sh ├── README.md └── fix_q18.py ├── images ├── ggnn.png └── babi15.png ├── LICENSE └── README.md /utils/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /utils/data/__init__.py: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/15_labels.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/16_labels.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/4_labels.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/15_labels.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/16_labels.txt: 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-------------------------------------------------------------------------------- /babi_data/processed_9/train/4_labels.txt: -------------------------------------------------------------------------------- 1 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/18_edge_types.txt: -------------------------------------------------------------------------------- 1 | >=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/18_edge_types.txt: -------------------------------------------------------------------------------- 1 | >=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/18_edge_types.txt: -------------------------------------------------------------------------------- 1 | >=1 2 | -------------------------------------------------------------------------------- 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/babi_data/processed_1/test/19_question_types.txt: -------------------------------------------------------------------------------- 1 | path=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/4_edge_types.txt: -------------------------------------------------------------------------------- 1 | e=2 2 | n=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/19_question_types.txt: -------------------------------------------------------------------------------- 1 | path=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/4_edge_types.txt: -------------------------------------------------------------------------------- 1 | e=2 2 | n=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/19_question_types.txt: 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| has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/18_labels.txt: -------------------------------------------------------------------------------- 1 | false=2 2 | true=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/19_question_types.txt: -------------------------------------------------------------------------------- 1 | path=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/4_edge_types.txt: -------------------------------------------------------------------------------- 1 | e=1 2 | n=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/19_question_types.txt: -------------------------------------------------------------------------------- 1 | path=1 2 | 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/babi_data/processed_4/test/18_labels.txt: -------------------------------------------------------------------------------- 1 | true=2 2 | false=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/19_question_types.txt: -------------------------------------------------------------------------------- 1 | path=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/4_edge_types.txt: -------------------------------------------------------------------------------- 1 | e=1 2 | n=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/19_question_types.txt: -------------------------------------------------------------------------------- 1 | path=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/4_edge_types.txt: 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has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/18_labels.txt: -------------------------------------------------------------------------------- 1 | false=2 2 | true=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/19_question_types.txt: -------------------------------------------------------------------------------- 1 | path=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/4_edge_types.txt: -------------------------------------------------------------------------------- 1 | e=2 2 | n=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/19_question_types.txt: -------------------------------------------------------------------------------- 1 | path=1 2 | 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-------------------------------------------------------------------------------- /babi_data/processed_2/train/18_labels.txt: -------------------------------------------------------------------------------- 1 | false=2 2 | true=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=2 2 | has_fear=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/15_question_types.txt: -------------------------------------------------------------------------------- 1 | has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/18_labels.txt: -------------------------------------------------------------------------------- 1 | true=2 2 | false=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/15_question_types.txt: -------------------------------------------------------------------------------- 1 | has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/18_labels.txt: -------------------------------------------------------------------------------- 1 | true=2 2 | false=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/15_question_types.txt: -------------------------------------------------------------------------------- 1 | has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/18_labels.txt: -------------------------------------------------------------------------------- 1 | false=2 2 | true=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/15_question_types.txt: -------------------------------------------------------------------------------- 1 | has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/18_labels.txt: -------------------------------------------------------------------------------- 1 | true=2 2 | false=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/15_question_types.txt: -------------------------------------------------------------------------------- 1 | has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/18_labels.txt: -------------------------------------------------------------------------------- 1 | true=2 2 | false=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=2 2 | has_fear=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/15_question_types.txt: -------------------------------------------------------------------------------- 1 | has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/18_labels.txt: -------------------------------------------------------------------------------- 1 | false=2 2 | true=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/15_question_types.txt: -------------------------------------------------------------------------------- 1 | has_fear=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/16_question_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/18_labels.txt: -------------------------------------------------------------------------------- 1 | false=2 2 | true=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=4 2 | e=3 3 | w=2 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=2 3 | B=3 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=4 2 | e=3 3 | w=2 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=2 2 | is=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=2 2 | e=1 3 | w=3 4 | n=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=2 2 | is=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=2 2 | e=3 3 | w=1 4 | n=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=3 3 | B=2 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=2 2 | e=3 3 | w=1 4 | n=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=4 3 | w=1 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=3 3 | B=2 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=2 2 | has_fear=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=4 3 | w=1 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=1 2 | e=4 3 | w=2 4 | n=3 5 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=3 3 | B=1 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=1 2 | e=4 3 | w=2 4 | n=3 5 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=2 2 | is=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=4 3 | w=1 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=3 2 | C=2 3 | B=1 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=2 2 | is=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=4 3 | w=1 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=2 2 | is=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=1 2 | e=4 3 | w=2 4 | n=3 5 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=1 3 | B=3 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=2 2 | is=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=1 2 | e=4 3 | w=2 4 | n=3 5 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=2 2 | is=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=2 2 | e=1 3 | w=3 4 | n=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=1 3 | B=3 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=2 2 | is=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=2 2 | e=1 3 | w=3 4 | n=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=2 3 | w=4 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=1 3 | B=3 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=2 2 | has_fear=1 3 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=2 3 | w=4 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=4 2 | e=2 3 | w=3 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=2 3 | B=3 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/15_edge_types.txt: -------------------------------------------------------------------------------- 1 | is=1 2 | has_fear=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/16_edge_types.txt: -------------------------------------------------------------------------------- 1 | has_color=1 2 | is=2 3 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=4 2 | e=2 3 | w=3 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=1 3 | w=4 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=1 3 | w=4 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=2 3 | B=3 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=1 2 | e=2 3 | w=4 4 | n=3 5 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=3 3 | B=1 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=1 2 | e=2 3 | w=4 4 | n=3 5 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/19_labels.txt: -------------------------------------------------------------------------------- 1 | s=2 2 | e=1 3 | w=3 4 | n=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=3 3 | B=1 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=1 2 | e=3 3 | w=2 4 | n=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=1 2 | e=3 3 | w=2 4 | n=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=3 3 | B=2 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=4 2 | e=1 3 | w=3 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=4 2 | e=1 3 | w=3 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=3 3 | B=2 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=4 3 | w=2 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=4 3 | w=2 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=3 3 | B=1 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=4 3 | w=2 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=3 2 | e=4 3 | w=2 4 | n=1 5 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=3 2 | C=2 3 | B=1 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=2 2 | e=3 3 | w=1 4 | n=4 5 | 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-------------------------------------------------------------------------------- /babi_data/processed_7/train/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=1 3 | B=3 4 | D=4 5 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=4 2 | e=3 3 | w=1 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/19_edge_types.txt: -------------------------------------------------------------------------------- 1 | s=4 2 | e=3 3 | w=1 4 | n=2 5 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/4_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | C=1 3 | B=3 4 | D=4 5 | 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| connected-to=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_parsed/train/5_edge_types.txt: -------------------------------------------------------------------------------- 1 | connected-to=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_parsed/test/4_edge_types.txt: -------------------------------------------------------------------------------- 1 | connected-to=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_parsed/test/5_edge_types.txt: -------------------------------------------------------------------------------- 1 | connected-to=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_parsed/train/4_edge_types.txt: 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/babi_data/extra_seq_tasks/fold_1/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_parsed/test/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_parsed/train/4_question_types.txt: -------------------------------------------------------------------------------- 1 | shortest-path=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=1 3 | E=5 4 | D=3 5 | G=6 6 | F=4 7 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | B=6 3 | E=3 4 | D=5 5 | G=4 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=1 3 | E=5 4 | D=3 5 | G=6 6 | F=4 7 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | B=6 3 | E=3 4 | D=5 5 | G=4 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=5 3 | E=3 4 | D=6 5 | G=1 6 | F=4 7 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | B=1 3 | E=2 4 | D=6 5 | G=4 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=5 3 | E=3 4 | D=6 5 | G=1 6 | F=4 7 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | B=1 3 | E=2 4 | D=6 5 | G=4 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | B=4 3 | E=6 4 | D=3 5 | G=1 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=4 3 | E=6 4 | D=5 5 | G=3 6 | F=1 7 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | B=4 3 | E=6 4 | D=3 5 | G=1 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=4 3 | E=6 4 | D=5 5 | G=3 6 | F=1 7 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=4 2 | B=6 3 | E=1 4 | D=3 5 | G=5 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=3 2 | B=1 3 | E=2 4 | D=5 5 | G=6 6 | F=4 7 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=4 2 | B=6 3 | E=1 4 | D=3 5 | G=5 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=3 2 | B=1 3 | E=2 4 | D=5 5 | G=6 6 | F=4 7 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=4 2 | B=5 3 | E=6 4 | D=2 5 | G=1 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=4 3 | E=5 4 | D=1 5 | G=6 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=4 2 | B=5 3 | E=6 4 | D=2 5 | G=1 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=4 3 | E=5 4 | D=1 5 | G=6 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=1 3 | E=5 4 | D=4 5 | G=6 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | B=4 3 | E=6 4 | D=5 5 | G=3 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=1 3 | E=5 4 | D=4 5 | G=6 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | B=4 3 | E=6 4 | D=5 5 | G=3 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | B=2 3 | E=1 4 | D=4 5 | G=3 6 | F=6 7 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=5 3 | E=6 4 | D=1 5 | G=3 6 | F=4 7 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | B=2 3 | E=1 4 | D=4 5 | G=3 6 | F=6 7 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=5 3 | E=6 4 | D=1 5 | G=3 6 | F=4 7 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=6 3 | E=5 4 | D=1 5 | G=4 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | B=4 3 | E=3 4 | D=6 5 | G=5 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=2 2 | B=6 3 | E=5 4 | D=1 5 | G=4 6 | F=3 7 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | B=4 3 | E=3 4 | D=6 5 | G=5 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=4 2 | B=5 3 | E=3 4 | D=6 5 | G=1 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=4 2 | B=1 3 | E=5 4 | D=3 5 | G=6 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=4 2 | B=5 3 | E=3 4 | D=6 5 | G=1 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=4 2 | B=1 3 | E=5 4 | D=3 5 | G=6 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=6 2 | B=3 3 | E=5 4 | D=4 5 | G=1 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=6 2 | B=4 3 | E=3 4 | D=1 5 | G=5 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/18_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=6 2 | B=3 3 | E=5 4 | D=4 5 | G=1 6 | F=2 7 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/19_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=6 2 | B=4 3 | E=3 4 | D=1 5 | G=5 6 | F=2 7 | -------------------------------------------------------------------------------- /images/babi15.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/chingyaoc/ggnn.pytorch/HEAD/images/babi15.png -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_1/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_1/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_parsed/test/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_parsed/train/5_question_types.txt: -------------------------------------------------------------------------------- 1 | eulerian-circuit=1 2 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=6 3 | B=2 4 | E=4 5 | G=8 6 | F=3 7 | I=5 8 | H=7 9 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=6 3 | B=2 4 | E=4 5 | G=8 6 | F=3 7 | I=5 8 | H=7 9 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=3 2 | C=6 3 | B=2 4 | E=4 5 | G=8 6 | F=1 7 | I=7 8 | H=5 9 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=3 2 | C=6 3 | B=2 4 | E=4 5 | G=8 6 | F=1 7 | I=7 8 | H=5 9 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=6 3 | B=4 4 | E=3 5 | G=8 6 | F=1 7 | I=2 8 | H=7 9 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=6 3 | B=4 4 | E=3 5 | G=8 6 | F=1 7 | I=2 8 | H=7 9 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=7 2 | C=1 3 | B=2 4 | E=5 5 | G=8 6 | F=6 7 | I=4 8 | H=3 9 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=7 2 | C=1 3 | B=2 4 | E=5 5 | G=8 6 | F=6 7 | I=4 8 | H=3 9 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=6 3 | B=3 4 | E=4 5 | G=7 6 | F=1 7 | I=2 8 | H=8 9 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=6 3 | B=3 4 | E=4 5 | G=7 6 | F=1 7 | I=2 8 | H=8 9 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=6 2 | C=8 3 | B=2 4 | E=4 5 | G=3 6 | F=1 7 | I=5 8 | H=7 9 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=6 2 | C=8 3 | B=2 4 | E=4 5 | G=3 6 | F=1 7 | I=5 8 | H=7 9 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=2 3 | B=8 4 | E=3 5 | G=6 6 | F=1 7 | I=4 8 | H=7 9 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=2 3 | B=8 4 | E=3 5 | G=6 6 | F=1 7 | I=4 8 | H=7 9 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=8 2 | C=5 3 | B=3 4 | E=2 5 | G=7 6 | F=1 7 | I=6 8 | H=4 9 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=8 2 | C=5 3 | B=3 4 | E=2 5 | G=7 6 | F=1 7 | I=6 8 | H=4 9 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=4 3 | B=7 4 | E=2 5 | G=3 6 | F=8 7 | I=1 8 | H=6 9 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=4 3 | B=7 4 | E=2 5 | G=3 6 | F=8 7 | I=1 8 | H=6 9 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=7 2 | C=6 3 | B=2 4 | E=5 5 | G=1 6 | F=8 7 | I=4 8 | H=3 9 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/15_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=7 2 | C=6 3 | B=2 4 | E=5 5 | G=1 6 | F=8 7 | I=4 8 | H=3 9 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 6 6 | n3 3 7 | n4 10 8 | n5 5 9 | n6 7 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 6 6 | n3 3 7 | n4 10 8 | n5 5 9 | n6 7 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 3 6 | n3 1 7 | n4 6 8 | n5 5 9 | n6 7 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 3 6 | n3 1 7 | n4 6 8 | n5 5 9 | n6 7 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 8 6 | n3 3 7 | n4 7 8 | n5 6 9 | n6 5 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 8 6 | n3 3 7 | n4 7 8 | n5 6 9 | n6 5 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 6 6 | n3 5 7 | n4 7 8 | n5 1 9 | n6 3 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 6 6 | n3 5 7 | n4 7 8 | n5 1 9 | n6 3 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 6 6 | n3 8 7 | n4 7 8 | n5 1 9 | n6 3 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 6 6 | n3 8 7 | n4 7 8 | n5 1 9 | n6 3 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 7 6 | n3 8 7 | n4 3 8 | n5 5 9 | n6 1 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 7 6 | n3 8 7 | n4 3 8 | n5 5 9 | n6 1 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 7 6 | n3 6 7 | n4 1 8 | n5 3 9 | n6 5 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 7 6 | n3 6 7 | n4 1 8 | n5 3 9 | n6 5 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 7 6 | n3 3 7 | n4 10 8 | n5 6 9 | n6 5 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 7 6 | n3 3 7 | n4 10 8 | n5 6 9 | n6 5 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 1 6 | n3 5 7 | n4 3 8 | n5 6 9 | n6 7 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 1 6 | n3 5 7 | n4 3 8 | n5 6 9 | n6 7 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/test/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 10 6 | n3 6 7 | n4 1 8 | n5 7 9 | n6 3 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/18_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 10 6 | n3 6 7 | n4 1 8 | n5 7 9 | n6 3 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 6 6 | n3 3 7 | n4 10 8 | n5 5 9 | n6 7 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 3 6 | n3 1 7 | n4 6 8 | n5 5 9 | n6 7 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 8 6 | n3 3 7 | n4 7 8 | n5 6 9 | n6 5 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 6 6 | n3 5 7 | n4 7 8 | n5 1 9 | n6 3 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 6 6 | n3 8 7 | n4 7 8 | n5 1 9 | n6 3 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 7 6 | n3 8 7 | n4 3 8 | n5 5 9 | n6 1 10 | q1 9 11 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 7 6 | n3 6 7 | n4 1 8 | n5 3 9 | n6 5 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 7 6 | n3 3 7 | n4 10 8 | n5 6 9 | n6 5 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 1 6 | n3 5 7 | n4 3 8 | n5 6 9 | n6 7 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/18_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 9 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 10 6 | n3 6 7 | n4 1 8 | n5 7 9 | n6 3 10 | q1 8 11 | -------------------------------------------------------------------------------- /babi_data/processed_1/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=8 3 | B=4 4 | E=13 5 | D=6 6 | G=7 7 | F=2 8 | I=11 9 | H=9 10 | K=5 11 | J=3 12 | M=12 13 | N=10 14 | -------------------------------------------------------------------------------- /babi_data/processed_1/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=8 3 | B=4 4 | E=13 5 | D=6 6 | G=7 7 | F=2 8 | I=11 9 | H=9 10 | K=5 11 | J=3 12 | M=12 13 | N=10 14 | -------------------------------------------------------------------------------- /babi_data/processed_10/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=10 2 | C=7 3 | B=6 4 | E=2 5 | D=8 6 | G=3 7 | F=4 8 | I=11 9 | H=5 10 | K=9 11 | J=1 12 | M=12 13 | N=13 14 | -------------------------------------------------------------------------------- /babi_data/processed_10/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=10 2 | C=7 3 | B=6 4 | E=2 5 | D=8 6 | G=3 7 | F=4 8 | I=11 9 | H=5 10 | K=9 11 | J=1 12 | M=12 13 | N=13 14 | -------------------------------------------------------------------------------- /babi_data/processed_2/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=7 2 | C=8 3 | B=11 4 | E=4 5 | D=13 6 | G=1 7 | F=9 8 | I=12 9 | H=3 10 | K=10 11 | J=5 12 | M=6 13 | N=2 14 | -------------------------------------------------------------------------------- /babi_data/processed_2/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=7 2 | C=8 3 | B=11 4 | E=4 5 | D=13 6 | G=1 7 | F=9 8 | I=12 9 | H=3 10 | K=10 11 | J=5 12 | M=6 13 | N=2 14 | -------------------------------------------------------------------------------- /babi_data/processed_3/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=7 3 | B=2 4 | E=13 5 | D=10 6 | G=4 7 | F=6 8 | I=12 9 | H=5 10 | K=11 11 | J=8 12 | M=3 13 | N=9 14 | -------------------------------------------------------------------------------- /babi_data/processed_3/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=7 3 | B=2 4 | E=13 5 | D=10 6 | G=4 7 | F=6 8 | I=12 9 | H=5 10 | K=11 11 | J=8 12 | M=3 13 | N=9 14 | -------------------------------------------------------------------------------- /babi_data/processed_4/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=8 2 | C=3 3 | B=12 4 | E=13 5 | D=11 6 | G=6 7 | F=5 8 | I=2 9 | H=1 10 | K=10 11 | J=4 12 | M=9 13 | N=7 14 | -------------------------------------------------------------------------------- /babi_data/processed_4/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=8 2 | C=3 3 | B=12 4 | E=13 5 | D=11 6 | G=6 7 | F=5 8 | I=2 9 | H=1 10 | K=10 11 | J=4 12 | M=9 13 | N=7 14 | -------------------------------------------------------------------------------- /babi_data/processed_5/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=2 3 | B=13 4 | E=11 5 | D=7 6 | G=10 7 | F=12 8 | I=9 9 | H=8 10 | K=6 11 | J=4 12 | M=5 13 | N=3 14 | -------------------------------------------------------------------------------- /babi_data/processed_5/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=2 3 | B=13 4 | E=11 5 | D=7 6 | G=10 7 | F=12 8 | I=9 9 | H=8 10 | K=6 11 | J=4 12 | M=5 13 | N=3 14 | -------------------------------------------------------------------------------- /babi_data/processed_6/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=2 3 | B=4 4 | E=6 5 | D=13 6 | G=9 7 | F=11 8 | I=10 9 | H=3 10 | K=5 11 | J=7 12 | M=12 13 | N=8 14 | -------------------------------------------------------------------------------- /babi_data/processed_6/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=2 3 | B=4 4 | E=6 5 | D=13 6 | G=9 7 | F=11 8 | I=10 9 | H=3 10 | K=5 11 | J=7 12 | M=12 13 | N=8 14 | -------------------------------------------------------------------------------- /babi_data/processed_7/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=8 3 | B=11 4 | E=2 5 | D=4 6 | G=7 7 | F=6 8 | I=12 9 | H=3 10 | K=1 11 | J=9 12 | M=13 13 | N=10 14 | -------------------------------------------------------------------------------- /babi_data/processed_7/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=8 3 | B=11 4 | E=2 5 | D=4 6 | G=7 7 | F=6 8 | I=12 9 | H=3 10 | K=1 11 | J=9 12 | M=13 13 | N=10 14 | -------------------------------------------------------------------------------- /babi_data/processed_8/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=7 3 | B=13 4 | E=11 5 | D=9 6 | G=1 7 | F=6 8 | I=4 9 | H=10 10 | K=8 11 | J=3 12 | M=12 13 | N=2 14 | -------------------------------------------------------------------------------- /babi_data/processed_8/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=5 2 | C=7 3 | B=13 4 | E=11 5 | D=9 6 | G=1 7 | F=6 8 | I=4 9 | H=10 10 | K=8 11 | J=3 12 | M=12 13 | N=2 14 | -------------------------------------------------------------------------------- /babi_data/processed_9/test/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=9 3 | B=2 4 | E=13 5 | D=11 6 | G=10 7 | F=6 8 | I=4 9 | H=5 10 | K=3 11 | J=8 12 | M=7 13 | N=12 14 | -------------------------------------------------------------------------------- /babi_data/processed_9/train/16_node_ids.txt: -------------------------------------------------------------------------------- 1 | A=1 2 | C=9 3 | B=2 4 | E=13 5 | D=11 6 | G=10 7 | F=6 8 | I=4 9 | H=5 10 | K=3 11 | J=8 12 | M=7 13 | N=12 14 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 12 9 | q1 8 10 | q2 11 11 | q3 10 12 | q4 6 13 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 12 9 | q1 8 10 | q2 11 11 | q3 10 12 | q4 6 13 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 10 4 | eol 4 5 | n1 8 6 | n2 3 7 | n3 1 8 | n4 5 9 | q1 6 10 | q2 9 11 | q3 12 12 | q4 11 13 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 10 4 | eol 4 5 | n1 8 6 | n2 3 7 | n3 1 8 | n4 5 9 | q1 6 10 | q2 9 11 | q3 12 12 | q4 11 13 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 1 8 | n4 8 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 1 8 | n4 8 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 3 6 | n2 1 7 | n3 5 8 | n4 8 9 | q1 6 10 | q2 11 11 | q3 10 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 3 6 | n2 1 7 | n3 5 8 | n4 8 9 | q1 6 10 | q2 11 11 | q3 10 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 5 8 | n4 10 9 | q1 8 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 5 8 | n4 10 9 | q1 8 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 1 7 | n3 5 8 | n4 8 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 1 7 | n3 5 8 | n4 8 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 5 8 | n4 11 9 | q1 6 10 | q2 8 11 | q3 12 12 | q4 10 13 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 5 8 | n4 11 9 | q1 6 10 | q2 8 11 | q3 12 12 | q4 10 13 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 8 8 | n4 1 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 8 8 | n4 1 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 8 9 | q1 11 10 | q2 6 11 | q3 12 12 | q4 10 13 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 8 9 | q1 11 10 | q2 6 11 | q3 12 12 | q4 10 13 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 10 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 8 9 | q1 12 10 | q2 6 11 | q3 9 12 | q4 11 13 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 10 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 8 9 | q1 12 10 | q2 6 11 | q3 9 12 | q4 11 13 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 12 9 | q1 8 10 | q2 11 11 | q3 10 12 | q4 6 13 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 10 4 | eol 4 5 | n1 8 6 | n2 3 7 | n3 1 8 | n4 5 9 | q1 6 10 | q2 9 11 | q3 12 12 | q4 11 13 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 1 8 | n4 8 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 3 6 | n2 1 7 | n3 5 8 | n4 8 9 | q1 6 10 | q2 11 11 | q3 10 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 5 8 | n4 10 9 | q1 8 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 1 7 | n3 5 8 | n4 8 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 5 8 | n4 11 9 | q1 6 10 | q2 8 11 | q3 12 12 | q4 10 13 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 8 8 | n4 1 9 | q1 10 10 | q2 11 11 | q3 6 12 | q4 12 13 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 8 9 | q1 11 10 | q2 6 11 | q3 12 12 | q4 10 13 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 7 2 | e1 10 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 1 7 | n3 3 8 | n4 8 9 | q1 12 10 | q2 6 11 | q3 9 12 | q4 11 13 | -------------------------------------------------------------------------------- /babi_data/README.md: -------------------------------------------------------------------------------- 1 | ## bAbI Data Processing 2 | 3 | Borrow processing codes from official implementation [yujiali/ggnn](https://github.com/yujiali/ggnn/tree/master/babi/data) 4 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 1 6 | n2 7 7 | n3 11 8 | n4 9 9 | n5 3 10 | n6 5 11 | n7 8 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 2 3 | e2 6 4 | e3 8 5 | e4 13 6 | eol 4 7 | n1 3 8 | n2 7 9 | n3 12 10 | n4 5 11 | n5 1 12 | n6 9 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 5 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 8 8 | n4 11 9 | n5 10 10 | n6 6 11 | n7 7 12 | n8 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 5 3 | e2 2 4 | e3 13 5 | e4 8 6 | eol 4 7 | n1 12 8 | n2 9 9 | n3 7 10 | n4 6 11 | n5 3 12 | n6 1 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 5 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 6 7 | n3 7 8 | n4 11 9 | n5 3 10 | n6 9 11 | n7 10 12 | n8 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 13 3 | e2 8 4 | e3 6 5 | e4 2 6 | eol 4 7 | n1 12 8 | n2 9 9 | n3 5 10 | n4 7 11 | n5 1 12 | n6 3 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 10 6 | n2 3 7 | n3 6 8 | n4 8 9 | n5 1 10 | n6 11 11 | n7 7 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 6 3 | e2 2 4 | e3 13 5 | e4 8 6 | eol 4 7 | n1 5 8 | n2 1 9 | n3 3 10 | n4 12 11 | n5 7 12 | n6 9 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 3 7 | n3 11 8 | n4 7 9 | n5 1 10 | n6 10 11 | n7 9 12 | n8 8 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 11 3 | e2 13 4 | e3 5 5 | e4 2 6 | eol 4 7 | n1 7 8 | n2 12 9 | n3 3 10 | n4 8 11 | n5 6 12 | n6 1 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 5 7 | n3 3 8 | n4 9 9 | n5 6 10 | n6 11 11 | n7 10 12 | n8 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 11 3 | e2 7 4 | e3 12 5 | e4 2 6 | eol 4 7 | n1 3 8 | n2 1 9 | n3 13 10 | n4 8 11 | n5 5 12 | n6 6 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 9 7 | n3 3 8 | n4 10 9 | n5 1 10 | n6 7 11 | n7 11 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 5 3 | e2 12 4 | e3 8 5 | e4 2 6 | eol 4 7 | n1 1 8 | n2 7 9 | n3 3 10 | n4 9 11 | n5 13 12 | n6 6 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 8 8 | n4 7 9 | n5 11 10 | n6 1 11 | n7 9 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 13 3 | e2 2 4 | e3 8 5 | e4 6 6 | eol 4 7 | n1 12 8 | n2 1 9 | n3 9 10 | n4 3 11 | n5 5 12 | n6 7 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 7 7 | n3 10 8 | n4 9 9 | n5 1 10 | n6 3 11 | n7 11 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | e2 5 4 | e3 12 5 | e4 13 6 | eol 4 7 | n1 1 8 | n2 6 9 | n3 3 10 | n4 8 11 | n5 7 12 | n6 11 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 1 6 | n2 7 7 | n3 11 8 | n4 9 9 | n5 3 10 | n6 5 11 | n7 8 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 1 6 | n2 7 7 | n3 11 8 | n4 9 9 | n5 3 10 | n6 5 11 | n7 8 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 2 3 | e2 6 4 | e3 8 5 | e4 13 6 | eol 4 7 | n1 3 8 | n2 7 9 | n3 12 10 | n4 5 11 | n5 1 12 | n6 9 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 2 3 | e2 6 4 | e3 8 5 | e4 13 6 | eol 4 7 | n1 3 8 | n2 7 9 | n3 12 10 | n4 5 11 | n5 1 12 | n6 9 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/test/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 7 6 | n2 6 7 | n3 1 8 | n4 3 9 | n5 5 10 | n6 8 11 | n7 11 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/test/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 7 3 | e2 2 4 | e3 11 5 | e4 13 6 | eol 4 7 | n1 5 8 | n2 8 9 | n3 12 10 | n4 1 11 | n5 6 12 | n6 3 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 7 6 | n2 6 7 | n3 1 8 | n4 3 9 | n5 5 10 | n6 8 11 | n7 11 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 7 3 | e2 2 4 | e3 11 5 | e4 13 6 | eol 4 7 | n1 5 8 | n2 8 9 | n3 12 10 | n4 1 11 | n5 6 12 | n6 3 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 5 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 8 8 | n4 11 9 | n5 10 10 | n6 6 11 | n7 7 12 | n8 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 5 4 | eol 4 5 | n1 1 6 | n2 3 7 | n3 8 8 | n4 11 9 | n5 10 10 | n6 6 11 | n7 7 12 | n8 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 5 3 | e2 2 4 | e3 13 5 | e4 8 6 | eol 4 7 | n1 12 8 | n2 9 9 | n3 7 10 | n4 6 11 | n5 3 12 | n6 1 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 5 3 | e2 2 4 | e3 13 5 | e4 8 6 | eol 4 7 | n1 12 8 | n2 9 9 | n3 7 10 | n4 6 11 | n5 3 12 | n6 1 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 5 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 6 7 | n3 7 8 | n4 11 9 | n5 3 10 | n6 9 11 | n7 10 12 | n8 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 5 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 6 7 | n3 7 8 | n4 11 9 | n5 3 10 | n6 9 11 | n7 10 12 | n8 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 13 3 | e2 8 4 | e3 6 5 | e4 2 6 | eol 4 7 | n1 12 8 | n2 9 9 | n3 5 10 | n4 7 11 | n5 1 12 | n6 3 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 13 3 | e2 8 4 | e3 6 5 | e4 2 6 | eol 4 7 | n1 12 8 | n2 9 9 | n3 5 10 | n4 7 11 | n5 1 12 | n6 3 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 10 6 | n2 3 7 | n3 6 8 | n4 8 9 | n5 1 10 | n6 11 11 | n7 7 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 10 6 | n2 3 7 | n3 6 8 | n4 8 9 | n5 1 10 | n6 11 11 | n7 7 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 6 3 | e2 2 4 | e3 13 5 | e4 8 6 | eol 4 7 | n1 5 8 | n2 1 9 | n3 3 10 | n4 12 11 | n5 7 12 | n6 9 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 6 3 | e2 2 4 | e3 13 5 | e4 8 6 | eol 4 7 | n1 5 8 | n2 1 9 | n3 3 10 | n4 12 11 | n5 7 12 | n6 9 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 3 7 | n3 11 8 | n4 7 9 | n5 1 10 | n6 10 11 | n7 9 12 | n8 8 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 5 6 | n2 3 7 | n3 11 8 | n4 7 9 | n5 1 10 | n6 10 11 | n7 9 12 | n8 8 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 11 3 | e2 13 4 | e3 5 5 | e4 2 6 | eol 4 7 | n1 7 8 | n2 12 9 | n3 3 10 | n4 8 11 | n5 6 12 | n6 1 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 11 3 | e2 13 4 | e3 5 5 | e4 2 6 | eol 4 7 | n1 7 8 | n2 12 9 | n3 3 10 | n4 8 11 | n5 6 12 | n6 1 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 5 7 | n3 3 8 | n4 9 9 | n5 6 10 | n6 11 11 | n7 10 12 | n8 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 5 7 | n3 3 8 | n4 9 9 | n5 6 10 | n6 11 11 | n7 10 12 | n8 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 11 3 | e2 7 4 | e3 12 5 | e4 2 6 | eol 4 7 | n1 3 8 | n2 1 9 | n3 13 10 | n4 8 11 | n5 5 12 | n6 6 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 11 3 | e2 7 4 | e3 12 5 | e4 2 6 | eol 4 7 | n1 3 8 | n2 1 9 | n3 13 10 | n4 8 11 | n5 5 12 | n6 6 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 9 7 | n3 3 8 | n4 10 9 | n5 1 10 | n6 7 11 | n7 11 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 9 7 | n3 3 8 | n4 10 9 | n5 1 10 | n6 7 11 | n7 11 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 5 3 | e2 12 4 | e3 8 5 | e4 2 6 | eol 4 7 | n1 1 8 | n2 7 9 | n3 3 10 | n4 9 11 | n5 13 12 | n6 6 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 5 3 | e2 12 4 | e3 8 5 | e4 2 6 | eol 4 7 | n1 1 8 | n2 7 9 | n3 3 10 | n4 9 11 | n5 13 12 | n6 6 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 8 8 | n4 7 9 | n5 11 10 | n6 1 11 | n7 9 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 3 6 | n2 5 7 | n3 8 8 | n4 7 9 | n5 11 10 | n6 1 11 | n7 9 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 13 3 | e2 2 4 | e3 8 5 | e4 6 6 | eol 4 7 | n1 12 8 | n2 1 9 | n3 9 10 | n4 3 11 | n5 5 12 | n6 7 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 11 2 | e1 13 3 | e2 2 4 | e3 8 5 | e4 6 6 | eol 4 7 | n1 12 8 | n2 1 9 | n3 9 10 | n4 3 11 | n5 5 12 | n6 7 13 | q1 10 14 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/15_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 7 7 | n3 10 8 | n4 9 9 | n5 1 10 | n6 3 11 | n7 11 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n2 7 7 | n3 10 8 | n4 9 9 | n5 1 10 | n6 3 11 | n7 11 12 | n8 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/19_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | e2 5 4 | e3 12 5 | e4 13 6 | eol 4 7 | n1 1 8 | n2 6 9 | n3 3 10 | n4 8 11 | n5 7 12 | n6 11 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 2 3 | e2 5 4 | e3 12 5 | e4 13 6 | eol 4 7 | n1 1 8 | n2 6 9 | n3 3 10 | n4 8 11 | n5 7 12 | n6 11 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/15_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | e2 9 4 | eol 4 5 | n1 7 6 | n2 6 7 | n3 1 8 | n4 3 9 | n5 5 10 | n6 8 11 | n7 11 12 | n8 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/19_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 10 2 | e1 7 3 | e2 2 4 | e3 11 5 | e4 13 6 | eol 4 7 | n1 5 8 | n2 8 9 | n3 12 10 | n4 1 11 | n5 6 12 | n6 3 13 | q1 9 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_1/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 3 6 | n3 9 7 | n4 7 8 | n5 11 9 | n6 10 10 | n7 1 11 | n8 6 12 | n9 8 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_1/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 3 6 | n3 10 7 | n4 1 8 | n5 8 9 | n6 7 10 | n7 11 11 | n8 9 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_1/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 3 6 | n3 9 7 | n4 7 8 | n5 11 9 | n6 10 10 | n7 1 11 | n8 6 12 | n9 8 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_1/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 3 6 | n3 10 7 | n4 1 8 | n5 8 9 | n6 7 10 | n7 11 11 | n8 9 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 7 5 | n2 6 6 | n3 9 7 | n4 11 8 | n5 3 9 | n6 8 10 | n7 5 11 | n8 1 12 | n9 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 11 6 | n3 6 7 | n4 3 8 | n5 10 9 | n6 5 10 | n7 8 11 | n8 7 12 | n9 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 7 5 | n2 6 6 | n3 9 7 | n4 11 8 | n5 3 9 | n6 8 10 | n7 5 11 | n8 1 12 | n9 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 11 6 | n3 6 7 | n4 3 8 | n5 10 9 | n6 5 10 | n7 8 11 | n8 7 12 | n9 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 10 6 | n3 6 7 | n4 8 8 | n5 11 9 | n6 9 10 | n7 7 11 | n8 3 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 5 6 | n3 3 7 | n4 11 8 | n5 6 9 | n6 8 10 | n7 7 11 | n8 10 12 | n9 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 10 6 | n3 6 7 | n4 8 8 | n5 11 9 | n6 9 10 | n7 7 11 | n8 3 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 5 6 | n3 3 7 | n4 11 8 | n5 6 9 | n6 8 10 | n7 7 11 | n8 10 12 | n9 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 1 6 | n3 9 7 | n4 3 8 | n5 7 9 | n6 5 10 | n7 10 11 | n8 11 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 8 6 | n3 7 7 | n4 10 8 | n5 5 9 | n6 11 10 | n7 1 11 | n8 3 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 1 6 | n3 9 7 | n4 3 8 | n5 7 9 | n6 5 10 | n7 10 11 | n8 11 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 8 6 | n3 7 7 | n4 10 8 | n5 5 9 | n6 11 10 | n7 1 11 | n8 3 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 11 6 | n3 9 7 | n4 7 8 | n5 10 9 | n6 3 10 | n7 6 11 | n8 1 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 7 5 | n2 9 6 | n3 1 7 | n4 11 8 | n5 3 9 | n6 6 10 | n7 10 11 | n8 8 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 11 6 | n3 9 7 | n4 7 8 | n5 10 9 | n6 3 10 | n7 6 11 | n8 1 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 7 5 | n2 9 6 | n3 1 7 | n4 11 8 | n5 3 9 | n6 6 10 | n7 10 11 | n8 8 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 11 6 | n3 9 7 | n4 8 8 | n5 7 9 | n6 1 10 | n7 3 11 | n8 10 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 1 6 | n3 10 7 | n4 6 8 | n5 5 9 | n6 9 10 | n7 3 11 | n8 11 12 | n9 7 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 11 6 | n3 9 7 | n4 8 8 | n5 7 9 | n6 1 10 | n7 3 11 | n8 10 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 1 6 | n3 10 7 | n4 6 8 | n5 5 9 | n6 9 10 | n7 3 11 | n8 11 12 | n9 7 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 5 6 | n3 10 7 | n4 7 8 | n5 1 9 | n6 9 10 | n7 8 11 | n8 3 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 10 6 | n3 11 7 | n4 9 8 | n5 6 9 | n6 3 10 | n7 8 11 | n8 1 12 | n9 7 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 5 6 | n3 10 7 | n4 7 8 | n5 1 9 | n6 9 10 | n7 8 11 | n8 3 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 10 6 | n3 11 7 | n4 9 8 | n5 6 9 | n6 3 10 | n7 8 11 | n8 1 12 | n9 7 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 8 6 | n3 9 7 | n4 1 8 | n5 7 9 | n6 5 10 | n7 11 11 | n8 6 12 | n9 3 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 8 6 | n3 3 7 | n4 6 8 | n5 10 9 | n6 7 10 | n7 9 11 | n8 1 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 8 6 | n3 9 7 | n4 1 8 | n5 7 9 | n6 5 10 | n7 11 11 | n8 6 12 | n9 3 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 8 6 | n3 3 7 | n4 6 8 | n5 10 9 | n6 7 10 | n7 9 11 | n8 1 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 6 6 | n3 8 7 | n4 7 8 | n5 5 9 | n6 1 10 | n7 3 11 | n8 11 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 9 6 | n3 7 7 | n4 3 8 | n5 6 9 | n6 8 10 | n7 10 11 | n8 5 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 6 6 | n3 8 7 | n4 7 8 | n5 5 9 | n6 1 10 | n7 3 11 | n8 11 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 9 6 | n3 7 7 | n4 3 8 | n5 6 9 | n6 8 10 | n7 10 11 | n8 5 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_rnn/test/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 3 6 | n3 1 7 | n4 5 8 | n5 11 9 | n6 8 10 | n7 7 11 | n8 10 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_rnn/test/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 8 6 | n3 1 7 | n4 3 8 | n5 10 9 | n6 5 10 | n7 11 11 | n8 7 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_rnn/train/4_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 3 6 | n3 1 7 | n4 5 8 | n5 11 9 | n6 8 10 | n7 7 11 | n8 10 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_rnn/train/5_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 8 6 | n3 1 7 | n4 3 8 | n5 10 9 | n6 5 10 | n7 11 11 | n8 7 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_1/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 3 6 | n3 9 7 | n4 7 8 | n5 11 9 | n6 10 10 | n7 1 11 | n8 6 12 | n9 8 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_1/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 3 6 | n3 10 7 | n4 1 8 | n5 8 9 | n6 7 10 | n7 11 11 | n8 9 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 7 5 | n2 6 6 | n3 9 7 | n4 11 8 | n5 3 9 | n6 8 10 | n7 5 11 | n8 1 12 | n9 10 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_10/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 11 6 | n3 6 7 | n4 3 8 | n5 10 9 | n6 5 10 | n7 8 11 | n8 7 12 | n9 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 10 6 | n3 6 7 | n4 8 8 | n5 11 9 | n6 9 10 | n7 7 11 | n8 3 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_2/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 5 6 | n3 3 7 | n4 11 8 | n5 6 9 | n6 8 10 | n7 7 11 | n8 10 12 | n9 1 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 1 6 | n3 9 7 | n4 3 8 | n5 7 9 | n6 5 10 | n7 10 11 | n8 11 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_3/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 9 5 | n2 8 6 | n3 7 7 | n4 10 8 | n5 5 9 | n6 11 10 | n7 1 11 | n8 3 12 | n9 6 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 11 6 | n3 9 7 | n4 7 8 | n5 10 9 | n6 3 10 | n7 6 11 | n8 1 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_4/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 7 5 | n2 9 6 | n3 1 7 | n4 11 8 | n5 3 9 | n6 6 10 | n7 10 11 | n8 8 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 11 6 | n3 9 7 | n4 8 8 | n5 7 9 | n6 1 10 | n7 3 11 | n8 10 12 | n9 5 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_5/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 8 5 | n2 1 6 | n3 10 7 | n4 6 8 | n5 5 9 | n6 9 10 | n7 3 11 | n8 11 12 | n9 7 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 5 6 | n3 10 7 | n4 7 8 | n5 1 9 | n6 9 10 | n7 8 11 | n8 3 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_6/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 10 6 | n3 11 7 | n4 9 8 | n5 6 9 | n6 3 10 | n7 8 11 | n8 1 12 | n9 7 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 8 6 | n3 9 7 | n4 1 8 | n5 7 9 | n6 5 10 | n7 11 11 | n8 6 12 | n9 3 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_7/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 5 5 | n2 8 6 | n3 3 7 | n4 6 8 | n5 10 9 | n6 7 10 | n7 9 11 | n8 1 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 10 5 | n2 6 6 | n3 8 7 | n4 7 8 | n5 5 9 | n6 1 10 | n7 3 11 | n8 11 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_8/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 1 5 | n2 9 6 | n3 7 7 | n4 3 8 | n5 6 9 | n6 8 10 | n7 10 11 | n8 5 12 | n9 11 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_rnn/train/4_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 3 6 | n3 1 7 | n4 5 8 | n5 11 9 | n6 8 10 | n7 7 11 | n8 10 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/fold_9/noisy_rnn/train/5_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 13 2 | e1 2 3 | eol 4 4 | n1 6 5 | n2 8 6 | n3 1 7 | n4 3 8 | n5 10 9 | n6 5 10 | n7 11 11 | n8 7 12 | n9 9 13 | q1 12 14 | -------------------------------------------------------------------------------- /utils/data/dataloader.py: -------------------------------------------------------------------------------- 1 | from torch.utils.data import DataLoader 2 | 3 | class bAbIDataloader(DataLoader): 4 | 5 | def __init__(self, *args, **kwargs): 6 | super(bAbIDataloader, self).__init__(*args, **kwargs) 7 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n10 15 7 | n11 17 8 | n12 3 9 | n13 11 10 | n2 7 11 | n3 1 12 | n4 9 13 | n5 12 14 | n6 18 15 | n7 10 16 | n8 16 17 | n9 5 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n10 15 7 | n11 17 8 | n12 3 9 | n13 11 10 | n2 7 11 | n3 1 12 | n4 9 13 | n5 12 14 | n6 18 15 | n7 10 16 | n8 16 17 | n9 5 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 12 6 | n10 10 7 | n11 17 8 | n12 18 9 | n13 15 10 | n2 16 11 | n3 8 12 | n4 11 13 | n5 5 14 | n6 3 15 | n7 7 16 | n8 9 17 | n9 1 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 2 3 | e2 8 4 | eol 4 5 | n1 1 6 | n10 7 7 | n11 18 8 | n12 6 9 | n13 16 10 | n2 3 11 | n3 5 12 | n4 12 13 | n5 11 14 | n6 17 15 | n7 10 16 | n8 9 17 | n9 15 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 2 3 | e2 8 4 | eol 4 5 | n1 1 6 | n10 7 7 | n11 18 8 | n12 6 9 | n13 16 10 | n2 3 11 | n3 5 12 | n4 12 13 | n5 11 14 | n6 17 15 | n7 10 16 | n8 9 17 | n9 15 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 18 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 8 6 | n10 16 7 | n11 5 8 | n12 3 9 | n13 7 10 | n2 15 11 | n3 12 12 | n4 13 13 | n5 11 14 | n6 9 15 | n7 10 16 | n8 1 17 | n9 14 18 | q1 17 19 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 18 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 8 6 | n10 16 7 | n11 5 8 | n12 3 9 | n13 7 10 | n2 15 11 | n3 12 12 | n4 13 13 | n5 11 14 | n6 9 15 | n7 10 16 | n8 1 17 | n9 14 18 | q1 17 19 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 1 6 | n10 5 7 | n11 18 8 | n12 13 9 | n13 14 10 | n2 3 11 | n3 7 12 | n4 10 13 | n5 11 14 | n6 12 15 | n7 17 16 | n8 8 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 1 6 | n10 5 7 | n11 18 8 | n12 13 9 | n13 14 10 | n2 3 11 | n3 7 12 | n4 10 13 | n5 11 14 | n6 12 15 | n7 17 16 | n8 8 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 5 6 | n10 11 7 | n11 10 8 | n12 18 9 | n13 16 10 | n2 15 11 | n3 12 12 | n4 1 13 | n5 8 14 | n6 9 15 | n7 17 16 | n8 6 17 | n9 3 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 5 6 | n10 11 7 | n11 10 8 | n12 18 9 | n13 16 10 | n2 15 11 | n3 12 12 | n4 1 13 | n5 8 14 | n6 9 15 | n7 17 16 | n8 6 17 | n9 3 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 14 6 | n10 17 7 | n11 8 8 | n12 3 9 | n13 10 10 | n2 18 11 | n3 11 12 | n4 7 13 | n5 5 14 | n6 12 15 | n7 1 16 | n8 13 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 14 6 | n10 17 7 | n11 8 8 | n12 3 9 | n13 10 10 | n2 18 11 | n3 11 12 | n4 7 13 | n5 5 14 | n6 12 15 | n7 1 16 | n8 13 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 14 6 | n10 6 7 | n11 18 8 | n12 3 9 | n13 11 10 | n2 13 11 | n3 1 12 | n4 17 13 | n5 5 14 | n6 12 15 | n7 10 16 | n8 8 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 14 6 | n10 6 7 | n11 18 8 | n12 3 9 | n13 11 10 | n2 13 11 | n3 1 12 | n4 17 13 | n5 5 14 | n6 12 15 | n7 10 16 | n8 8 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 1 6 | n10 13 7 | n11 8 8 | n12 17 9 | n13 14 10 | n2 11 11 | n3 12 12 | n4 18 13 | n5 5 14 | n6 10 15 | n7 3 16 | n8 7 17 | n9 6 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 1 6 | n10 13 7 | n11 8 8 | n12 17 9 | n13 14 10 | n2 11 11 | n3 12 12 | n4 18 13 | n5 5 14 | n6 10 15 | n7 3 16 | n8 7 17 | n9 6 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/test/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 5 6 | n10 8 7 | n11 14 8 | n12 12 9 | n13 17 10 | n2 13 11 | n3 1 12 | n4 3 13 | n5 11 14 | n6 18 15 | n7 9 16 | n8 10 17 | n9 7 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 5 6 | n10 8 7 | n11 14 8 | n12 12 9 | n13 17 10 | n2 13 11 | n3 1 12 | n4 3 13 | n5 11 14 | n6 18 15 | n7 9 16 | n8 10 17 | n9 7 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 8 6 | n10 15 7 | n11 17 8 | n12 3 9 | n13 11 10 | n2 7 11 | n3 1 12 | n4 9 13 | n5 12 14 | n6 18 15 | n7 10 16 | n8 16 17 | n9 5 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/16_rnn.txt.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 12 6 | n10 10 7 | n11 17 8 | n12 18 9 | n13 15 10 | n2 16 11 | n3 8 12 | n4 11 13 | n5 5 14 | n6 3 15 | n7 7 16 | n8 9 17 | n9 1 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 6 3 | e2 2 4 | eol 4 5 | n1 12 6 | n10 10 7 | n11 17 8 | n12 18 9 | n13 15 10 | n2 16 11 | n3 8 12 | n4 11 13 | n5 5 14 | n6 3 15 | n7 7 16 | n8 9 17 | n9 1 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 2 3 | e2 8 4 | eol 4 5 | n1 1 6 | n10 7 7 | n11 18 8 | n12 6 9 | n13 16 10 | n2 3 11 | n3 5 12 | n4 12 13 | n5 11 14 | n6 17 15 | n7 10 16 | n8 9 17 | n9 15 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 18 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 8 6 | n10 16 7 | n11 5 8 | n12 3 9 | n13 7 10 | n2 15 11 | n3 12 12 | n4 13 13 | n5 11 14 | n6 9 15 | n7 10 16 | n8 1 17 | n9 14 18 | q1 17 19 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 1 6 | n10 5 7 | n11 18 8 | n12 13 9 | n13 14 10 | n2 3 11 | n3 7 12 | n4 10 13 | n5 11 14 | n6 12 15 | n7 17 16 | n8 8 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 14 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 5 6 | n10 11 7 | n11 10 8 | n12 18 9 | n13 16 10 | n2 15 11 | n3 12 12 | n4 1 13 | n5 8 14 | n6 9 15 | n7 17 16 | n8 6 17 | n9 3 18 | q1 13 19 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 14 6 | n10 17 7 | n11 8 8 | n12 3 9 | n13 10 10 | n2 18 11 | n3 11 12 | n4 7 13 | n5 5 14 | n6 12 15 | n7 1 16 | n8 13 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 7 3 | e2 2 4 | eol 4 5 | n1 14 6 | n10 6 7 | n11 18 8 | n12 3 9 | n13 11 10 | n2 13 11 | n3 1 12 | n4 17 13 | n5 5 14 | n6 12 15 | n7 10 16 | n8 8 17 | n9 9 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 9 3 | e2 2 4 | eol 4 5 | n1 1 6 | n10 13 7 | n11 8 8 | n12 17 9 | n13 14 10 | n2 11 11 | n3 12 12 | n4 18 13 | n5 5 14 | n6 10 15 | n7 3 16 | n8 7 17 | n9 6 18 | q1 15 19 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/16_rnn.txt.val.dict: -------------------------------------------------------------------------------- 1 | ans 16 2 | e1 2 3 | e2 6 4 | eol 4 5 | n1 5 6 | n10 8 7 | n11 14 8 | n12 12 9 | n13 17 10 | n2 13 11 | n3 1 12 | n4 3 13 | n5 11 14 | n6 18 15 | n7 9 16 | n8 10 17 | n9 7 18 | q1 15 19 | -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2018 Ching-Yao Chuang 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /utils/train.py: -------------------------------------------------------------------------------- 1 | import torch 2 | from torch.autograd import Variable 3 | 4 | def train(epoch, dataloader, net, criterion, optimizer, opt): 5 | net.train() 6 | for i, (adj_matrix, annotation, target) in enumerate(dataloader, 0): 7 | net.zero_grad() 8 | 9 | padding = torch.zeros(len(annotation), opt.n_node, opt.state_dim - opt.annotation_dim).double() 10 | init_input = torch.cat((annotation, padding), 2) 11 | if opt.cuda: 12 | init_input = init_input.cuda() 13 | adj_matrix = adj_matrix.cuda() 14 | annotation = annotation.cuda() 15 | target = target.cuda() 16 | 17 | init_input = Variable(init_input) 18 | adj_matrix = Variable(adj_matrix) 19 | annotation = Variable(annotation) 20 | target = Variable(target) 21 | 22 | output = net(init_input, annotation, adj_matrix) 23 | 24 | loss = criterion(output, target) 25 | 26 | loss.backward() 27 | optimizer.step() 28 | 29 | if i % int(len(dataloader) / 10 + 1) == 0 and opt.verbal: 30 | print('[%d/%d][%d/%d] Loss: %.4f' % (epoch, opt.niter, i, len(dataloader), loss.data[0])) 31 | -------------------------------------------------------------------------------- /utils/test.py: -------------------------------------------------------------------------------- 1 | import torch 2 | from torch.autograd import Variable 3 | 4 | def test(dataloader, net, criterion, optimizer, opt): 5 | test_loss = 0 6 | correct = 0 7 | net.eval() 8 | for i, (adj_matrix, annotation, target) in enumerate(dataloader, 0): 9 | padding = torch.zeros(len(annotation), opt.n_node, opt.state_dim - opt.annotation_dim).double() 10 | init_input = torch.cat((annotation, padding), 2) 11 | if opt.cuda: 12 | init_input = init_input.cuda() 13 | adj_matrix = adj_matrix.cuda() 14 | annotation = annotation.cuda() 15 | target = target.cuda() 16 | 17 | init_input = Variable(init_input) 18 | adj_matrix = Variable(adj_matrix) 19 | annotation = Variable(annotation) 20 | target = Variable(target) 21 | 22 | output = net(init_input, annotation, adj_matrix) 23 | 24 | test_loss += criterion(output, target).data[0] 25 | pred = output.data.max(1, keepdim=True)[1] 26 | 27 | correct += pred.eq(target.data.view_as(pred)).cpu().sum() 28 | 29 | test_loss /= len(dataloader.dataset) 30 | print('Test set: Average loss: {:.4f}, Accuracy: {}/{} ({:.0f}%)'.format( 31 | test_loss, correct, len(dataloader.dataset), 32 | 100. * correct / len(dataloader.dataset))) 33 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 5 2 1 4 1 2 3 4 8 1 7 1 2 | 1 2 5 4 3 2 1 4 6 1 7 1 3 | 3 9 5 4 1 9 3 4 10 3 7 2 4 | 3 9 5 4 1 9 3 4 11 3 7 1 5 | 3 2 5 4 1 2 3 4 8 3 7 2 6 | 1 2 3 4 3 2 5 4 6 3 7 1 7 | 3 9 1 4 12 9 3 4 11 3 7 2 8 | 3 9 5 4 1 9 3 4 10 3 7 2 9 | 1 2 3 4 3 2 5 4 6 3 7 1 10 | 3 2 5 4 5 2 1 4 6 5 7 2 11 | 1 9 5 4 5 9 3 4 11 5 7 3 12 | 3 9 5 4 1 9 3 4 11 3 7 1 13 | 3 2 1 4 1 2 5 4 6 1 7 1 14 | 1 2 3 4 12 2 1 4 8 1 7 4 15 | 3 2 1 4 1 2 5 4 6 1 7 1 16 | 3 9 1 4 1 9 5 4 11 1 7 1 17 | 1 9 5 4 5 9 3 4 10 5 7 2 18 | 3 2 5 4 1 2 3 4 8 3 7 2 19 | 1 2 5 4 5 2 3 4 6 5 7 3 20 | 1 2 3 4 3 2 5 4 8 3 7 2 21 | 1 2 3 4 3 2 5 4 8 3 7 2 22 | 3 2 5 4 1 2 3 4 6 3 7 1 23 | 5 2 3 4 1 2 5 4 6 5 7 3 24 | 3 9 1 4 1 9 5 4 10 1 7 3 25 | 3 9 5 4 12 9 3 4 11 3 7 1 26 | 1 9 3 4 3 9 5 4 10 3 7 2 27 | 1 2 5 4 5 2 3 4 8 5 7 2 28 | 3 9 5 4 1 9 3 4 11 3 7 1 29 | 3 2 1 4 5 2 3 4 6 3 7 2 30 | 3 9 1 4 5 9 3 4 11 3 7 2 31 | 3 9 1 4 1 9 5 4 11 1 7 1 32 | 3 9 1 4 1 9 5 4 11 1 7 1 33 | 1 9 3 4 3 9 5 4 10 3 7 2 34 | 1 9 3 4 3 9 5 4 10 3 7 2 35 | 1 9 5 4 5 9 3 4 10 5 7 2 36 | 5 9 3 4 3 9 1 4 10 3 7 1 37 | 1 9 5 4 12 9 1 4 11 1 7 1 38 | 5 9 3 4 1 9 5 4 10 5 7 2 39 | 1 9 3 4 3 9 5 4 10 3 7 2 40 | 3 9 5 4 1 9 3 4 10 3 7 2 41 | 3 2 5 4 1 2 3 4 6 3 7 1 42 | 5 9 3 4 3 9 1 4 10 3 7 1 43 | 1 2 5 4 5 2 3 4 8 5 7 2 44 | 5 9 3 4 1 9 5 4 10 5 7 2 45 | 3 9 5 4 1 9 3 4 11 3 7 1 46 | 5 2 3 4 1 2 5 4 6 5 7 3 47 | 3 2 5 4 1 2 3 4 8 3 7 2 48 | 5 9 1 4 1 9 3 4 11 1 7 3 49 | 3 2 5 4 1 2 3 4 8 3 7 2 50 | 5 2 1 4 12 2 5 4 6 5 7 2 51 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 1 9 5 4 5 9 3 4 12 5 7 2 2 | 5 2 1 4 1 2 3 4 6 1 7 1 3 | 5 2 3 4 8 2 5 4 6 5 7 1 4 | 5 9 1 4 3 9 5 4 10 5 7 2 5 | 5 2 3 4 1 2 5 4 6 5 7 1 6 | 5 2 3 4 3 2 1 4 11 3 7 3 7 | 1 9 3 4 5 9 1 4 12 1 7 3 8 | 1 2 5 4 5 2 3 4 6 5 7 1 9 | 3 2 1 4 5 2 3 4 11 3 7 3 10 | 1 2 5 4 3 2 1 4 11 1 7 1 11 | 3 2 5 4 5 2 1 4 6 5 7 2 12 | 5 9 3 4 3 9 1 4 10 3 7 2 13 | 5 2 1 4 1 2 3 4 6 1 7 1 14 | 8 9 5 4 5 9 3 4 10 5 7 1 15 | 5 9 1 4 3 9 5 4 12 5 7 1 16 | 1 9 5 4 5 9 3 4 12 5 7 2 17 | 5 9 1 4 1 9 3 4 12 1 7 3 18 | 5 9 1 4 1 9 3 4 12 1 7 3 19 | 1 9 5 4 5 9 3 4 10 5 7 1 20 | 1 2 3 4 5 2 1 4 6 1 7 1 21 | 1 2 3 4 5 2 1 4 11 1 7 3 22 | 5 9 1 4 1 9 3 4 10 1 7 1 23 | 1 2 3 4 5 2 1 4 6 1 7 1 24 | 5 2 3 4 3 2 1 4 6 3 7 2 25 | 5 2 1 4 3 2 5 4 11 5 7 1 26 | 5 2 1 4 3 2 5 4 6 5 7 2 27 | 5 9 3 4 8 9 5 4 10 5 7 1 28 | 1 9 3 4 5 9 1 4 10 1 7 1 29 | 1 9 5 4 3 9 1 4 12 1 7 1 30 | 5 9 1 4 1 9 3 4 10 1 7 1 31 | 3 2 5 4 1 2 3 4 6 3 7 3 32 | 3 2 5 4 1 2 3 4 11 3 7 2 33 | 5 9 3 4 3 9 1 4 12 3 7 3 34 | 1 9 3 4 5 9 1 4 10 1 7 1 35 | 1 2 5 4 3 2 1 4 6 1 7 3 36 | 1 2 5 4 3 2 1 4 11 1 7 1 37 | 5 9 3 4 1 9 5 4 12 5 7 2 38 | 5 2 3 4 1 2 5 4 6 5 7 1 39 | 1 2 3 4 5 2 1 4 11 1 7 3 40 | 5 2 3 4 3 2 1 4 6 3 7 2 41 | 3 2 5 4 1 2 3 4 6 3 7 3 42 | 5 2 1 4 1 2 3 4 6 1 7 1 43 | 1 9 3 4 5 9 1 4 12 1 7 3 44 | 1 2 3 4 5 2 1 4 6 1 7 1 45 | 3 9 5 4 1 9 3 4 12 3 7 2 46 | 5 9 3 4 3 9 1 4 10 3 7 2 47 | 1 9 3 4 5 9 1 4 10 1 7 1 48 | 5 9 3 4 8 9 5 4 10 5 7 1 49 | 3 2 1 4 5 2 3 4 6 3 7 2 50 | 5 2 3 4 8 2 5 4 11 5 7 4 51 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 3 9 1 4 5 9 3 4 12 3 7 3 2 | 5 2 3 4 3 2 1 4 8 3 7 1 3 | 10 2 1 4 1 2 3 4 6 1 7 4 4 | 3 2 5 4 1 2 3 4 6 3 7 1 5 | 5 9 1 4 3 9 5 4 11 5 7 1 6 | 5 2 1 4 1 2 3 4 6 1 7 3 7 | 5 2 1 4 1 2 3 4 6 1 7 3 8 | 3 9 5 4 1 9 3 4 11 3 7 3 9 | 1 9 5 4 5 9 3 4 11 5 7 2 10 | 1 9 5 4 5 9 3 4 11 5 7 2 11 | 5 9 3 4 1 9 5 4 12 5 7 1 12 | 5 2 1 4 1 2 3 4 6 1 7 3 13 | 3 2 5 4 10 2 3 4 6 3 7 4 14 | 5 2 1 4 1 2 3 4 8 1 7 2 15 | 5 9 3 4 3 9 1 4 11 3 7 1 16 | 3 2 5 4 5 2 1 4 6 5 7 2 17 | 5 2 1 4 1 2 3 4 6 1 7 3 18 | 5 2 1 4 1 2 3 4 6 1 7 3 19 | 1 2 3 4 5 2 1 4 6 1 7 3 20 | 5 2 1 4 1 2 3 4 6 1 7 3 21 | 5 2 1 4 1 2 3 4 6 1 7 3 22 | 1 2 3 4 5 2 1 4 6 1 7 3 23 | 1 9 3 4 5 9 1 4 12 1 7 3 24 | 3 2 1 4 10 2 3 4 8 3 7 1 25 | 1 2 3 4 5 2 1 4 6 1 7 3 26 | 5 2 1 4 1 2 3 4 6 1 7 3 27 | 1 9 5 4 5 9 3 4 12 5 7 1 28 | 3 2 1 4 1 2 5 4 8 1 7 3 29 | 1 9 3 4 5 9 1 4 12 1 7 3 30 | 1 9 3 4 5 9 1 4 11 1 7 2 31 | 1 9 3 4 5 9 1 4 12 1 7 3 32 | 3 9 5 4 5 9 1 4 12 5 7 2 33 | 1 9 3 4 5 9 1 4 12 1 7 3 34 | 1 9 5 4 5 9 3 4 12 5 7 1 35 | 1 2 5 4 5 2 3 4 8 5 7 2 36 | 1 9 5 4 10 9 1 4 12 1 7 4 37 | 3 9 1 4 5 9 3 4 12 3 7 3 38 | 1 2 3 4 5 2 1 4 8 1 7 2 39 | 5 2 1 4 1 2 3 4 6 1 7 3 40 | 3 2 1 4 1 2 5 4 8 1 7 3 41 | 5 9 1 4 1 9 3 4 12 1 7 3 42 | 1 9 5 4 5 9 3 4 11 5 7 2 43 | 5 9 1 4 1 9 3 4 11 1 7 2 44 | 5 9 1 4 3 9 5 4 11 5 7 1 45 | 10 9 5 4 5 9 3 4 11 5 7 2 46 | 3 2 1 4 5 2 3 4 6 3 7 3 47 | 1 9 3 4 5 9 1 4 12 1 7 3 48 | 1 9 3 4 5 9 1 4 12 1 7 3 49 | 1 2 3 4 5 2 1 4 6 1 7 3 50 | 5 9 3 4 3 9 1 4 12 3 7 3 51 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 1 9 5 4 3 9 1 4 12 1 7 2 2 | 3 2 1 4 1 2 5 4 8 1 7 3 3 | 5 9 3 4 1 9 5 4 12 5 7 1 4 | 3 9 1 4 1 9 5 4 12 1 7 2 5 | 5 2 1 4 1 2 3 4 6 1 7 3 6 | 1 9 3 4 5 9 1 4 10 1 7 2 7 | 1 2 5 4 5 2 3 4 6 5 7 1 8 | 3 2 5 4 5 2 1 4 8 5 7 1 9 | 1 9 3 4 3 9 5 4 10 3 7 3 10 | 1 9 5 4 5 9 3 4 10 5 7 2 11 | 5 2 3 4 1 2 5 4 6 5 7 1 12 | 3 2 5 4 1 2 3 4 8 3 7 3 13 | 1 2 3 4 3 2 5 4 8 3 7 3 14 | 11 9 1 4 1 9 3 4 10 1 7 2 15 | 11 2 1 4 1 2 3 4 8 1 7 2 16 | 11 2 3 4 3 2 1 4 8 3 7 1 17 | 1 2 5 4 5 2 3 4 8 5 7 2 18 | 1 2 3 4 11 2 1 4 6 1 7 4 19 | 5 2 3 4 1 2 5 4 6 5 7 1 20 | 1 2 5 4 3 2 1 4 6 1 7 2 21 | 1 2 5 4 5 2 3 4 8 5 7 2 22 | 1 9 3 4 5 9 1 4 10 1 7 2 23 | 5 9 3 4 1 9 5 4 12 5 7 1 24 | 11 9 1 4 1 9 3 4 10 1 7 2 25 | 1 2 3 4 11 2 1 4 6 1 7 4 26 | 3 2 1 4 5 2 3 4 6 3 7 3 27 | 5 2 1 4 1 2 3 4 6 1 7 3 28 | 3 9 1 4 1 9 5 4 12 1 7 2 29 | 3 9 1 4 5 9 3 4 12 3 7 3 30 | 3 2 1 4 11 2 3 4 6 3 7 4 31 | 3 9 1 4 1 9 5 4 10 1 7 3 32 | 3 9 5 4 1 9 3 4 10 3 7 3 33 | 5 2 1 4 1 2 3 4 6 1 7 3 34 | 3 9 1 4 1 9 5 4 12 1 7 2 35 | 1 2 5 4 5 2 3 4 6 5 7 1 36 | 5 2 1 4 3 2 5 4 6 5 7 2 37 | 1 2 3 4 3 2 5 4 8 3 7 3 38 | 1 9 5 4 3 9 1 4 12 1 7 2 39 | 1 2 5 4 5 2 3 4 8 5 7 2 40 | 1 2 3 4 3 2 5 4 6 3 7 1 41 | 3 9 1 4 1 9 5 4 12 1 7 2 42 | 3 2 5 4 1 2 3 4 6 3 7 1 43 | 1 2 5 4 3 2 1 4 6 1 7 2 44 | 3 2 1 4 1 2 5 4 6 1 7 2 45 | 1 9 5 4 5 9 3 4 12 5 7 1 46 | 1 9 5 4 5 9 3 4 10 5 7 2 47 | 5 9 1 4 1 9 3 4 12 1 7 3 48 | 3 9 5 4 11 9 3 4 12 3 7 4 49 | 1 2 3 4 3 2 5 4 8 3 7 3 50 | 5 9 3 4 1 9 5 4 12 5 7 1 51 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 3 9 1 4 5 9 3 4 10 3 7 2 2 | 5 9 1 4 3 9 5 4 11 5 7 3 3 | 1 2 5 4 5 2 3 4 12 5 7 2 4 | 3 2 1 4 5 2 3 4 12 3 7 1 5 | 1 9 5 4 3 9 1 4 10 1 7 1 6 | 5 2 3 4 3 2 1 4 12 3 7 1 7 | 1 9 3 4 3 9 5 4 10 3 7 1 8 | 5 2 3 4 3 2 1 4 6 3 7 2 9 | 3 9 5 4 1 9 3 4 11 3 7 2 10 | 8 2 3 4 3 2 5 4 12 3 7 4 11 | 3 9 1 4 5 9 3 4 11 3 7 1 12 | 5 9 3 4 3 9 1 4 11 3 7 1 13 | 1 9 3 4 5 9 1 4 11 1 7 1 14 | 3 9 1 4 5 9 3 4 10 3 7 2 15 | 3 2 1 4 1 2 5 4 6 1 7 1 16 | 8 2 5 4 5 2 1 4 12 5 7 4 17 | 1 9 5 4 5 9 3 4 11 5 7 2 18 | 1 2 3 4 3 2 5 4 6 3 7 1 19 | 1 9 5 4 3 9 1 4 11 1 7 3 20 | 1 9 3 4 3 9 5 4 10 3 7 1 21 | 5 2 3 4 3 2 1 4 6 3 7 2 22 | 3 2 1 4 5 2 3 4 12 3 7 1 23 | 5 9 1 4 1 9 3 4 10 1 7 3 24 | 5 2 3 4 3 2 1 4 6 3 7 2 25 | 8 9 1 4 1 9 5 4 10 1 7 1 26 | 3 2 1 4 8 2 3 4 6 3 7 2 27 | 1 2 5 4 5 2 3 4 6 5 7 3 28 | 5 9 1 4 3 9 5 4 11 5 7 3 29 | 1 9 3 4 5 9 1 4 11 1 7 1 30 | 5 9 3 4 1 9 5 4 11 5 7 2 31 | 5 2 1 4 8 2 5 4 12 5 7 4 32 | 5 9 3 4 3 9 1 4 10 3 7 2 33 | 5 9 3 4 3 9 1 4 10 3 7 2 34 | 5 2 3 4 3 2 1 4 6 3 7 2 35 | 1 9 3 4 5 9 1 4 10 1 7 3 36 | 1 9 5 4 5 9 3 4 11 5 7 2 37 | 1 2 3 4 5 2 1 4 6 1 7 3 38 | 3 9 1 4 5 9 3 4 10 3 7 2 39 | 5 2 3 4 3 2 1 4 6 3 7 2 40 | 5 2 3 4 3 2 1 4 6 3 7 2 41 | 5 9 3 4 3 9 1 4 10 3 7 2 42 | 3 2 1 4 5 2 3 4 6 3 7 2 43 | 5 9 1 4 1 9 3 4 11 1 7 1 44 | 1 2 5 4 3 2 1 4 12 1 7 3 45 | 1 9 3 4 5 9 1 4 10 1 7 3 46 | 5 2 3 4 3 2 1 4 6 3 7 2 47 | 3 9 5 4 5 9 1 4 10 5 7 2 48 | 1 2 3 4 5 2 1 4 12 1 7 1 49 | 3 9 1 4 5 9 3 4 10 3 7 2 50 | 1 2 3 4 5 2 1 4 6 1 7 3 51 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 5 9 1 4 1 9 3 4 11 1 7 2 2 | 5 9 3 4 1 9 5 4 10 5 7 1 3 | 8 2 5 4 5 2 1 4 12 5 7 3 4 | 8 2 1 4 1 2 3 4 12 1 7 1 5 | 5 2 1 4 3 2 5 4 12 5 7 3 6 | 1 2 5 4 3 2 1 4 12 1 7 2 7 | 1 9 3 4 3 9 5 4 11 3 7 3 8 | 1 2 3 4 3 2 5 4 12 3 7 2 9 | 8 9 1 4 1 9 3 4 11 1 7 4 10 | 5 2 3 4 1 2 5 4 12 5 7 1 11 | 1 2 5 4 8 2 1 4 6 1 7 4 12 | 1 9 5 4 5 9 3 4 10 5 7 1 13 | 5 9 1 4 3 9 5 4 10 5 7 3 14 | 3 9 5 4 1 9 3 4 11 3 7 3 15 | 1 2 3 4 3 2 5 4 12 3 7 2 16 | 3 2 5 4 1 2 3 4 12 3 7 2 17 | 1 9 5 4 3 9 1 4 11 1 7 1 18 | 5 2 1 4 3 2 5 4 6 5 7 1 19 | 1 2 5 4 5 2 3 4 6 5 7 3 20 | 5 2 1 4 3 2 5 4 12 5 7 3 21 | 1 9 5 4 5 9 3 4 11 5 7 3 22 | 3 9 5 4 1 9 3 4 10 3 7 2 23 | 5 9 3 4 1 9 5 4 10 5 7 1 24 | 5 2 1 4 3 2 5 4 6 5 7 1 25 | 8 9 1 4 1 9 3 4 10 1 7 1 26 | 1 9 5 4 3 9 1 4 10 1 7 2 27 | 1 9 5 4 3 9 1 4 10 1 7 2 28 | 3 9 1 4 1 9 5 4 11 1 7 1 29 | 1 9 5 4 5 9 3 4 10 5 7 1 30 | 3 2 5 4 1 2 3 4 6 3 7 3 31 | 5 2 1 4 8 2 5 4 6 5 7 4 32 | 5 2 3 4 1 2 5 4 6 5 7 3 33 | 1 9 5 4 5 9 3 4 10 5 7 1 34 | 3 2 5 4 8 2 3 4 6 3 7 4 35 | 5 2 1 4 3 2 5 4 6 5 7 1 36 | 1 9 5 4 5 9 3 4 10 5 7 1 37 | 5 2 3 4 1 2 5 4 12 5 7 1 38 | 5 2 3 4 1 2 5 4 12 5 7 1 39 | 3 2 1 4 1 2 5 4 12 1 7 2 40 | 5 2 1 4 3 2 5 4 6 5 7 1 41 | 8 2 5 4 5 2 3 4 12 5 7 1 42 | 1 9 5 4 5 9 3 4 10 5 7 1 43 | 1 9 3 4 5 9 1 4 11 1 7 2 44 | 1 9 5 4 5 9 3 4 11 5 7 3 45 | 5 2 3 4 1 2 5 4 6 5 7 3 46 | 5 9 1 4 3 9 5 4 10 5 7 3 47 | 8 9 1 4 1 9 3 4 10 1 7 1 48 | 1 2 3 4 5 2 1 4 12 1 7 1 49 | 1 2 3 4 5 2 1 4 12 1 7 1 50 | 1 9 3 4 3 9 5 4 10 3 7 2 51 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 1 9 3 4 3 9 5 4 10 3 7 2 2 | 1 2 5 4 5 2 3 4 6 5 7 1 3 | 3 9 5 4 1 9 3 4 10 3 7 2 4 | 1 2 3 4 5 2 1 4 6 1 7 1 5 | 5 9 1 4 3 9 5 4 11 5 7 2 6 | 8 2 1 4 1 2 5 4 6 1 7 3 7 | 5 9 1 4 3 9 5 4 10 5 7 1 8 | 1 9 3 4 3 9 5 4 11 3 7 3 9 | 8 2 1 4 1 2 3 4 12 1 7 4 10 | 1 9 5 4 8 9 1 4 11 1 7 3 11 | 5 2 1 4 3 2 5 4 6 5 7 2 12 | 3 2 5 4 1 2 3 4 12 3 7 2 13 | 1 2 3 4 3 2 5 4 12 3 7 2 14 | 1 9 5 4 3 9 1 4 10 1 7 1 15 | 3 9 5 4 8 9 3 4 11 3 7 3 16 | 3 2 5 4 1 2 3 4 6 3 7 3 17 | 3 9 5 4 1 9 3 4 11 3 7 3 18 | 5 9 3 4 8 9 5 4 10 5 7 4 19 | 3 2 5 4 1 2 3 4 12 3 7 2 20 | 1 9 5 4 3 9 1 4 10 1 7 1 21 | 5 2 1 4 3 2 5 4 12 5 7 1 22 | 1 9 5 4 8 9 1 4 10 1 7 4 23 | 3 9 5 4 1 9 3 4 10 3 7 2 24 | 1 2 3 4 3 2 5 4 12 3 7 2 25 | 5 2 1 4 3 2 5 4 6 5 7 2 26 | 1 9 5 4 3 9 1 4 10 1 7 1 27 | 8 2 1 4 1 2 3 4 12 1 7 4 28 | 1 2 5 4 5 2 3 4 12 5 7 2 29 | 5 9 3 4 1 9 5 4 11 5 7 1 30 | 1 2 5 4 3 2 1 4 12 1 7 1 31 | 1 9 5 4 5 9 3 4 11 5 7 1 32 | 1 2 3 4 8 2 1 4 6 1 7 1 33 | 8 2 3 4 3 2 1 4 6 3 7 2 34 | 1 2 3 4 3 2 5 4 12 3 7 2 35 | 5 9 3 4 1 9 5 4 10 5 7 2 36 | 5 2 3 4 1 2 5 4 12 5 7 2 37 | 3 9 1 4 1 9 5 4 11 1 7 3 38 | 8 9 1 4 1 9 5 4 11 1 7 3 39 | 1 2 3 4 3 2 5 4 12 3 7 2 40 | 1 9 3 4 5 9 1 4 10 1 7 3 41 | 5 9 3 4 3 9 1 4 10 3 7 3 42 | 5 9 3 4 1 9 5 4 10 5 7 2 43 | 1 9 5 4 3 9 1 4 11 1 7 3 44 | 3 2 1 4 1 2 5 4 6 1 7 3 45 | 1 9 5 4 5 9 3 4 10 5 7 2 46 | 1 9 5 4 3 9 1 4 10 1 7 1 47 | 1 2 5 4 5 2 3 4 6 5 7 1 48 | 1 2 3 4 3 2 5 4 12 3 7 2 49 | 1 9 5 4 5 9 3 4 11 5 7 1 50 | 3 2 5 4 1 2 3 4 12 3 7 2 51 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 1 9 8 4 8 9 3 4 10 8 7 1 2 | 3 9 8 4 5 9 3 4 10 3 7 3 3 | 1 9 3 4 3 9 5 4 10 3 7 2 4 | 8 9 5 4 5 9 3 4 10 5 7 1 5 | 3 9 5 4 5 9 8 4 10 5 7 3 6 | 3 2 8 4 8 2 5 4 12 8 7 2 7 | 3 2 8 4 8 2 5 4 12 8 7 2 8 | 3 9 5 4 5 9 8 4 11 5 7 1 9 | 5 2 3 4 8 2 5 4 12 5 7 1 10 | 3 2 8 4 8 2 5 4 6 8 7 1 11 | 3 9 8 4 8 9 5 4 11 8 7 1 12 | 3 9 5 4 1 9 3 4 10 3 7 2 13 | 1 9 3 4 3 9 8 4 11 3 7 4 14 | 3 2 5 4 1 2 3 4 12 3 7 2 15 | 8 9 5 4 5 9 3 4 11 5 7 3 16 | 8 2 5 4 3 2 8 4 6 8 7 1 17 | 8 2 5 4 3 2 8 4 12 8 7 2 18 | 8 2 3 4 3 2 5 4 6 3 7 3 19 | 1 9 8 4 8 9 3 4 10 8 7 1 20 | 5 9 3 4 3 9 8 4 11 3 7 2 21 | 8 9 5 4 3 9 8 4 10 8 7 2 22 | 5 2 8 4 3 2 5 4 12 5 7 3 23 | 3 9 5 4 5 9 8 4 11 5 7 1 24 | 8 9 5 4 3 9 8 4 11 8 7 1 25 | 3 9 8 4 1 9 3 4 11 3 7 4 26 | 8 2 3 4 5 2 8 4 12 8 7 1 27 | 5 9 3 4 3 9 8 4 11 3 7 2 28 | 8 2 3 4 3 2 5 4 6 3 7 3 29 | 8 9 5 4 3 9 8 4 10 8 7 2 30 | 8 9 5 4 3 9 8 4 10 8 7 2 31 | 8 9 5 4 3 9 8 4 10 8 7 2 32 | 3 9 5 4 8 9 3 4 10 3 7 2 33 | 8 9 3 4 3 9 5 4 10 3 7 2 34 | 1 2 3 4 3 2 8 4 12 3 7 3 35 | 5 9 3 4 8 9 5 4 10 5 7 1 36 | 5 2 3 4 3 2 8 4 6 3 7 2 37 | 3 2 8 4 8 2 5 4 12 8 7 2 38 | 8 2 3 4 3 2 5 4 12 3 7 2 39 | 3 9 8 4 8 9 5 4 10 8 7 2 40 | 3 9 8 4 8 9 5 4 10 8 7 2 41 | 3 9 8 4 8 9 5 4 10 8 7 2 42 | 5 2 8 4 8 2 3 4 6 8 7 2 43 | 3 2 8 4 8 2 5 4 6 8 7 1 44 | 3 2 8 4 8 2 5 4 12 8 7 2 45 | 5 2 8 4 3 2 5 4 6 5 7 1 46 | 5 9 3 4 3 9 8 4 10 3 7 3 47 | 3 9 8 4 5 9 3 4 11 3 7 2 48 | 5 9 8 4 3 9 5 4 10 5 7 3 49 | 3 2 8 4 5 2 3 4 12 3 7 3 50 | 8 2 5 4 3 2 8 4 6 8 7 1 51 | -------------------------------------------------------------------------------- /babi_data/extra_seq_tasks/generate_10_fold_data.sh: -------------------------------------------------------------------------------- 1 | #!/bin/bash 2 | 3 | for fold in {1..10}; do 4 | echo 5 | echo Generating data for fold $fold 6 | echo 7 | 8 | mkdir -p fold_$fold/noisy_data 9 | mkdir -p fold_$fold/noisy_data/train 10 | mkdir -p fold_$fold/noisy_data/test 11 | 12 | for i in 4 5; do 13 | python generate_data.py $i 5 1000 4 > fold_$fold/noisy_data/train/${i}.txt 14 | python generate_data.py $i 5 1000 4 > fold_$fold/noisy_data/test/${i}.txt 15 | 16 | python preprocess.py $i fold_$fold/noisy_data fold_$fold/noisy_parsed 17 | done 18 | 19 | mkdir -p fold_$fold/noisy_rnn 20 | mkdir -p fold_$fold/noisy_rnn/train 21 | mkdir -p fold_$fold/noisy_rnn/test 22 | 23 | for i in 4 5; do 24 | python rnn_preprocess.py fold_$fold/noisy_parsed/train/${i}_graphs.txt fold_$fold/noisy_rnn/train/${i}_tokens.txt --mode graph --nval 50 25 | python rnn_preprocess.py fold_$fold/noisy_rnn/train/${i}_tokens.txt fold_$fold/noisy_rnn/train/${i}_rnn.txt --mode rnn 26 | python rnn_preprocess.py fold_$fold/noisy_rnn/train/${i}_tokens.txt.val fold_$fold/noisy_rnn/train/${i}_rnn.txt.val --mode rnn --dict fold_$fold/noisy_rnn/train/${i}_rnn.txt.dict 27 | 28 | python rnn_preprocess.py fold_$fold/noisy_parsed/test/${i}_graphs.txt fold_$fold/noisy_rnn/test/${i}_tokens.txt --mode graph 29 | python rnn_preprocess.py fold_$fold/noisy_rnn/test/${i}_tokens.txt fold_$fold/noisy_rnn/test/${i}_rnn.txt --dict fold_$fold/noisy_rnn/train/${i}_rnn.txt.dict --mode rnn 30 | done 31 | done 32 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 5 10 3 4 1 10 5 4 11 5 7 3 2 | 5 10 3 4 1 10 5 4 12 5 7 2 3 | 3 2 5 4 1 2 3 4 9 3 7 1 4 | 1 2 3 4 3 2 5 4 6 3 7 2 5 | 3 10 5 4 1 10 3 4 12 3 7 2 6 | 1 10 5 4 3 10 1 4 11 1 7 1 7 | 1 2 5 4 3 2 1 4 6 1 7 3 8 | 3 10 5 4 1 10 3 4 12 3 7 2 9 | 1 2 5 4 8 2 1 4 6 1 7 4 10 | 5 2 3 4 1 2 5 4 6 5 7 2 11 | 5 10 3 4 1 10 5 4 12 5 7 2 12 | 1 2 5 4 5 2 3 4 6 5 7 2 13 | 1 2 3 4 3 2 5 4 6 3 7 2 14 | 3 2 5 4 1 2 3 4 9 3 7 1 15 | 8 10 3 4 3 10 1 4 11 3 7 2 16 | 1 2 3 4 3 2 5 4 6 3 7 2 17 | 5 2 3 4 1 2 5 4 6 5 7 2 18 | 5 2 1 4 1 2 3 4 6 1 7 1 19 | 1 10 3 4 3 10 5 4 11 3 7 1 20 | 1 10 3 4 3 10 5 4 11 3 7 1 21 | 5 10 1 4 1 10 3 4 11 1 7 3 22 | 1 2 3 4 5 2 1 4 9 1 7 3 23 | 5 10 1 4 3 10 5 4 12 5 7 3 24 | 5 2 3 4 1 2 5 4 9 5 7 3 25 | 5 2 1 4 8 2 5 4 6 5 7 4 26 | 1 2 5 4 8 2 1 4 6 1 7 4 27 | 1 2 5 4 5 2 3 4 6 5 7 2 28 | 3 2 5 4 1 2 3 4 6 3 7 2 29 | 3 10 1 4 5 10 3 4 11 3 7 2 30 | 3 2 5 4 1 2 3 4 6 3 7 2 31 | 1 2 5 4 3 2 1 4 9 1 7 1 32 | 3 2 5 4 1 2 3 4 9 3 7 1 33 | 1 2 5 4 5 2 3 4 9 5 7 3 34 | 3 10 5 4 1 10 3 4 11 3 7 1 35 | 8 2 5 4 5 2 3 4 6 5 7 4 36 | 3 10 5 4 1 10 3 4 12 3 7 2 37 | 3 10 5 4 1 10 3 4 12 3 7 2 38 | 1 10 3 4 3 10 5 4 11 3 7 1 39 | 1 10 3 4 3 10 5 4 11 3 7 1 40 | 5 2 3 4 1 2 5 4 9 5 7 3 41 | 1 10 3 4 5 10 1 4 12 1 7 1 42 | 5 2 3 4 1 2 5 4 6 5 7 2 43 | 1 10 3 4 3 10 5 4 11 3 7 1 44 | 5 10 3 4 1 10 5 4 12 5 7 2 45 | 8 10 1 4 1 10 3 4 11 1 7 3 46 | 3 10 5 4 1 10 3 4 11 3 7 1 47 | 5 2 3 4 1 2 5 4 6 5 7 2 48 | 3 2 5 4 1 2 3 4 6 3 7 2 49 | 1 10 3 4 3 10 5 4 12 3 7 2 50 | 8 10 1 4 1 10 5 4 12 1 7 4 51 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/4_rnn.txt.val: -------------------------------------------------------------------------------- 1 | 1 2 8 4 3 2 1 4 6 1 7 2 2 | 8 2 3 4 1 2 8 4 6 8 7 3 3 | 3 2 1 4 8 2 3 4 9 3 7 3 4 | 1 2 3 4 5 2 1 4 6 1 7 4 5 | 1 2 8 4 8 2 3 4 9 8 7 2 6 | 3 10 1 4 5 10 3 4 12 3 7 3 7 | 3 10 8 4 8 10 1 4 11 8 7 2 8 | 5 2 1 4 1 2 3 4 6 1 7 4 9 | 1 2 8 4 8 2 3 4 9 8 7 2 10 | 1 10 3 4 5 10 1 4 12 1 7 2 11 | 8 2 3 4 1 2 8 4 6 8 7 3 12 | 1 10 3 4 5 10 1 4 12 1 7 2 13 | 5 10 1 4 1 10 3 4 11 1 7 4 14 | 8 10 1 4 1 10 3 4 12 1 7 2 15 | 1 2 3 4 8 2 1 4 9 1 7 2 16 | 3 2 1 4 8 2 3 4 6 3 7 1 17 | 8 10 3 4 3 10 1 4 11 3 7 1 18 | 1 2 3 4 3 2 8 4 6 3 7 3 19 | 1 2 8 4 8 2 3 4 6 8 7 3 20 | 8 10 1 4 1 10 3 4 11 1 7 1 21 | 5 2 1 4 1 2 3 4 9 1 7 2 22 | 8 10 1 4 1 10 3 4 12 1 7 2 23 | 1 2 8 4 8 2 3 4 6 8 7 3 24 | 8 2 1 4 3 2 8 4 6 8 7 2 25 | 1 2 8 4 8 2 3 4 9 8 7 2 26 | 1 2 3 4 3 2 8 4 9 3 7 1 27 | 1 10 8 4 3 10 1 4 11 1 7 2 28 | 1 10 8 4 8 10 3 4 12 8 7 2 29 | 1 10 3 4 8 10 1 4 12 1 7 2 30 | 1 10 8 4 8 10 3 4 12 8 7 2 31 | 8 2 3 4 1 2 8 4 6 8 7 3 32 | 1 10 8 4 8 10 3 4 12 8 7 2 33 | 1 10 3 4 8 10 1 4 11 1 7 1 34 | 1 10 3 4 8 10 1 4 11 1 7 1 35 | 1 10 3 4 8 10 1 4 12 1 7 2 36 | 3 10 8 4 1 10 3 4 11 3 7 3 37 | 5 10 1 4 1 10 8 4 11 1 7 4 38 | 3 2 8 4 1 2 3 4 6 3 7 3 39 | 3 10 1 4 1 10 8 4 12 1 7 1 40 | 8 10 3 4 3 10 1 4 11 3 7 1 41 | 1 2 8 4 8 2 3 4 9 8 7 2 42 | 3 10 1 4 8 10 3 4 12 3 7 3 43 | 1 2 8 4 3 2 1 4 6 1 7 2 44 | 1 2 8 4 8 2 3 4 6 8 7 3 45 | 1 10 8 4 8 10 3 4 12 8 7 2 46 | 1 2 3 4 8 2 1 4 9 1 7 2 47 | 8 10 3 4 1 10 8 4 12 8 7 2 48 | 1 2 3 4 5 2 1 4 6 1 7 4 49 | 3 10 1 4 1 10 8 4 11 1 7 2 50 | 8 2 3 4 1 2 8 4 9 8 7 2 51 | -------------------------------------------------------------------------------- /babi_data/fix_q18.py: -------------------------------------------------------------------------------- 1 | """ 2 | The default symbolic data for Q18 is a bit strange - all the ">" questions have 3 | a "true" answer, all the "<" questions have a "false" answer. 4 | 5 | This makes the task trivial. 6 | 7 | This script is created to fix this, by changing all the ">" questions to "<" 8 | questions and randomly flipping the pairs being compared, thus "true" and 9 | "false" answers have roughly equal probability. 10 | 11 | This is an overlooked issue in our initial ICLR submission. 12 | 13 | Yujia Li, 04/2016 14 | """ 15 | 16 | import argparse 17 | import random 18 | import re 19 | 20 | def fix_file(file_path): 21 | with open(file_path) as f: 22 | lines = f.readlines() 23 | 24 | switch_prob = 0.5 25 | random.seed(1023) # make sure each time we run this we get the same result 26 | 27 | p_eval = re.compile(r'(\d+) eval (\w+) ([><]) (\w+)(\s+)(\w+)([^\n]+)') 28 | 29 | with open(file_path, 'w') as f: 30 | for line in lines: 31 | m = p_eval.search(line) 32 | if m is not None: 33 | line_num, A, op, B, space, ans, others = m.groups() 34 | if op == '>': # change all ">" to "<" 35 | B, A = A, B 36 | op = '<' 37 | 38 | if random.random() < switch_prob: 39 | B, A = A, B 40 | if ans == 'true': 41 | ans = 'false' 42 | else: 43 | ans = 'true' 44 | 45 | line = '%s eval %s %s %s%s%s%s\n' % (line_num, A, op, B, space, ans, others) 46 | 47 | f.write(line) 48 | 49 | if __name__ == '__main__': 50 | parser = argparse.ArgumentParser() 51 | parser.add_argument('file_path', help='Path to the 18.txt file to be fixed.') 52 | opt = parser.parse_args() 53 | 54 | fix_file(opt.file_path) 55 | 56 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # A PyTorch Implementation of GGNN 2 | 3 | This is a PyTorch implementation of the Gated Graph Sequence Neural Networks (GGNN) as described in the paper [Gated Graph Sequence Neural Networks](https://arxiv.org/abs/1511.05493) by Y. Li, D. Tarlow, M. Brockschmidt, and R. Zemel. This implementation gets 100% accuracy on node-selection bAbI task 4, 15, and 16. Their official implementation are available in the [yujiali/ggnn](https://github.com/yujiali/ggnn) repo on GitHub. 4 | 5 | 6 | 7 | ## What is GGNN? 8 | - Solve graph-structured data and problems 9 | - A gated propagation model to compute node representations 10 | - Unroll recurrence for a fixed number of steps and use backpropogation through time 11 | - An output model to make predictions on nodes 12 | 13 | ## Requirements 14 | - python==2.7 15 | - PyTorch>=0.2 16 | 17 | ## Run 18 | Train and test the GGNN: 19 | ``` 20 | python main.py --cuda (use GPUs or not) 21 | ``` 22 | 23 | Suggesting configurations for each task: 24 | ``` 25 | # task 4 26 | python main.py --task_id 4 --state_dim 4 --niter 10 27 | # task 15 28 | python main.py --task_id 15 --state_dim 5 --niter 10 29 | # task 16 30 | python main.py --task_id 16 --state_dim 10 --niter 150 31 | ``` 32 | 33 | ## Results 34 | I followed the paper, randomly picking only 50 training examples for training. 35 | Performances are evaluated on 50 random validation examples. 36 | 37 | | bAbI Task | Performance | 38 | | ------| ------ | 39 | | 4 | 100% | 40 | | 15 | 100% | 41 | | 16 | 100% | 42 | 43 | Here's an example of bAbI deduction task (task 15) 44 | 45 | 46 | 47 | ## Disclaimer 48 | The data processing codes are from official implementation [yujiali/ggnn](https://github.com/yujiali/ggnn). 49 | 50 | ## TODO 51 | - [ ] GraphLevel Output 52 | 53 | ## References 54 | - [Gated Graph Sequence Neural Networks](https://arxiv.org/abs/1511.05493), ICLR 2016 55 | - [yujiali/ggnn](https://github.com/yujiali/ggnn) 56 | -------------------------------------------------------------------------------- /babi_data/processed_1/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n1 e1 n2 eol n2 e1 n3 eol q1 n2 ans 1 2 | n2 e1 n1 eol n3 e1 n2 eol q4 n2 ans 1 3 | n3 e2 n1 eol n2 e2 n3 eol q3 n3 ans 2 4 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 1 5 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 6 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 7 | n3 e2 n2 eol n4 e2 n3 eol q2 n3 ans 2 8 | n3 e2 n1 eol n2 e2 n3 eol q3 n3 ans 2 9 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 10 | n3 e1 n1 eol n1 e1 n2 eol q4 n1 ans 2 11 | n2 e2 n1 eol n1 e2 n3 eol q2 n1 ans 3 12 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 1 13 | n3 e1 n2 eol n2 e1 n1 eol q4 n2 ans 1 14 | n2 e1 n3 eol n4 e1 n2 eol q1 n2 ans 4 15 | n3 e1 n2 eol n2 e1 n1 eol q4 n2 ans 1 16 | n3 e2 n2 eol n2 e2 n1 eol q2 n2 ans 1 17 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 2 18 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 19 | n2 e1 n1 eol n1 e1 n3 eol q4 n1 ans 3 20 | n2 e1 n3 eol n3 e1 n1 eol q1 n3 ans 2 21 | n2 e1 n3 eol n3 e1 n1 eol q1 n3 ans 2 22 | n3 e1 n1 eol n2 e1 n3 eol q4 n3 ans 1 23 | n1 e1 n3 eol n2 e1 n1 eol q4 n1 ans 3 24 | n3 e2 n2 eol n2 e2 n1 eol q3 n2 ans 3 25 | n3 e2 n1 eol n4 e2 n3 eol q2 n3 ans 1 26 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 2 27 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 2 28 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 1 29 | n3 e1 n2 eol n1 e1 n3 eol q4 n3 ans 2 30 | n3 e2 n2 eol n1 e2 n3 eol q2 n3 ans 2 31 | n3 e2 n2 eol n2 e2 n1 eol q2 n2 ans 1 32 | n3 e2 n2 eol n2 e2 n1 eol q2 n2 ans 1 33 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 2 34 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 2 35 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 2 36 | n1 e2 n3 eol n3 e2 n2 eol q3 n3 ans 1 37 | n2 e2 n1 eol n4 e2 n2 eol q2 n2 ans 1 38 | n1 e2 n3 eol n2 e2 n1 eol q3 n1 ans 2 39 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 2 40 | n3 e2 n1 eol n2 e2 n3 eol q3 n3 ans 2 41 | n3 e1 n1 eol n2 e1 n3 eol q4 n3 ans 1 42 | n1 e2 n3 eol n3 e2 n2 eol q3 n3 ans 1 43 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 2 44 | n1 e2 n3 eol n2 e2 n1 eol q3 n1 ans 2 45 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 1 46 | n1 e1 n3 eol n2 e1 n1 eol q4 n1 ans 3 47 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 48 | n1 e2 n2 eol n2 e2 n3 eol q2 n2 ans 3 49 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 50 | n1 e1 n2 eol n4 e1 n1 eol q4 n1 ans 2 51 | -------------------------------------------------------------------------------- /babi_data/processed_10/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 2 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 3 3 | n2 e1 n3 eol n1 e1 n2 eol q2 n2 ans 3 4 | n3 e1 n2 eol n4 e1 n3 eol q1 n3 ans 4 5 | n3 e1 n1 eol n1 e1 n2 eol q2 n1 ans 2 6 | n2 e2 n3 eol n4 e2 n2 eol q3 n2 ans 3 7 | n2 e2 n1 eol n1 e2 n3 eol q4 n1 ans 2 8 | n4 e1 n3 eol n3 e1 n2 eol q1 n3 ans 4 9 | n3 e1 n1 eol n1 e1 n2 eol q2 n1 ans 2 10 | n3 e2 n2 eol n4 e2 n3 eol q3 n3 ans 2 11 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 3 12 | n3 e2 n2 eol n4 e2 n3 eol q3 n3 ans 2 13 | n4 e2 n3 eol n3 e2 n2 eol q4 n3 ans 4 14 | n1 e2 n3 eol n3 e2 n2 eol q3 n3 ans 2 15 | n3 e1 n2 eol n1 e1 n3 eol q2 n3 ans 2 16 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 17 | n1 e2 n2 eol n2 e2 n3 eol q4 n2 ans 1 18 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 3 19 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 3 20 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 1 21 | n4 e1 n3 eol n3 e1 n2 eol q2 n3 ans 2 22 | n1 e2 n3 eol n3 e2 n2 eol q3 n3 ans 2 23 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 3 24 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 25 | n3 e1 n1 eol n1 e1 n2 eol q2 n1 ans 2 26 | n3 e1 n2 eol n2 e1 n1 eol q2 n2 ans 1 27 | n3 e2 n1 eol n2 e2 n3 eol q4 n3 ans 2 28 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 2 29 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 2 30 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 2 31 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 3 32 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 2 33 | n3 e2 n2 eol n1 e2 n3 eol q4 n3 ans 1 34 | n3 e2 n2 eol n1 e2 n3 eol q4 n3 ans 1 35 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 2 36 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 3 37 | n4 e2 n3 eol n3 e2 n1 eol q4 n3 ans 4 38 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 3 39 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 1 40 | n1 e2 n2 eol n2 e2 n3 eol q4 n2 ans 1 41 | n3 e1 n1 eol n1 e1 n2 eol q2 n1 ans 2 42 | n2 e2 n3 eol n1 e2 n2 eol q3 n2 ans 3 43 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 44 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 3 45 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 2 46 | n3 e1 n2 eol n1 e1 n3 eol q2 n3 ans 2 47 | n1 e2 n2 eol n3 e2 n1 eol q3 n1 ans 2 48 | n3 e1 n2 eol n4 e1 n3 eol q1 n3 ans 4 49 | n2 e2 n3 eol n3 e2 n1 eol q4 n3 ans 2 50 | n1 e1 n2 eol n3 e1 n1 eol q2 n1 ans 2 51 | -------------------------------------------------------------------------------- /babi_data/processed_2/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n2 e1 n3 eol n3 e1 n1 eol q2 n3 ans 2 2 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 1 3 | n4 e2 n2 eol n2 e2 n3 eol q4 n2 ans 3 4 | n4 e2 n3 eol n3 e2 n1 eol q4 n3 ans 1 5 | n2 e2 n3 eol n1 e2 n2 eol q4 n2 ans 3 6 | n3 e2 n2 eol n1 e2 n3 eol q4 n3 ans 2 7 | n3 e1 n1 eol n1 e1 n2 eol q2 n1 ans 3 8 | n3 e2 n1 eol n1 e2 n2 eol q4 n1 ans 2 9 | n4 e1 n3 eol n3 e1 n1 eol q2 n3 ans 4 10 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 1 11 | n3 e2 n2 eol n4 e2 n3 eol q3 n3 ans 4 12 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 13 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 3 14 | n1 e1 n2 eol n3 e1 n1 eol q2 n1 ans 3 15 | n3 e2 n1 eol n1 e2 n2 eol q4 n1 ans 2 16 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 2 17 | n3 e1 n2 eol n1 e1 n3 eol q2 n3 ans 1 18 | n2 e2 n3 eol n1 e2 n2 eol q3 n2 ans 1 19 | n3 e2 n2 eol n2 e2 n1 eol q3 n2 ans 3 20 | n2 e2 n3 eol n1 e2 n2 eol q4 n2 ans 3 21 | n3 e1 n2 eol n2 e1 n1 eol q2 n2 ans 3 22 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 2 23 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 1 24 | n2 e2 n3 eol n1 e2 n2 eol q3 n2 ans 1 25 | n4 e1 n3 eol n3 e1 n1 eol q1 n3 ans 1 26 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 2 27 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 2 28 | n1 e1 n3 eol n3 e1 n2 eol q2 n3 ans 1 29 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 30 | n1 e2 n2 eol n3 e2 n1 eol q3 n1 ans 3 31 | n2 e2 n3 eol n4 e2 n2 eol q3 n2 ans 4 32 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 3 33 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 34 | n1 e2 n2 eol n4 e2 n1 eol q3 n1 ans 4 35 | n2 e2 n3 eol n1 e2 n2 eol q3 n2 ans 1 36 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 37 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 1 38 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 1 39 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 2 40 | n2 e2 n3 eol n1 e2 n2 eol q3 n2 ans 1 41 | n4 e2 n2 eol n2 e2 n1 eol q4 n2 ans 1 42 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 43 | n3 e1 n1 eol n2 e1 n3 eol q2 n3 ans 2 44 | n3 e1 n2 eol n2 e1 n1 eol q2 n2 ans 3 45 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 3 46 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 3 47 | n4 e1 n3 eol n3 e1 n1 eol q1 n3 ans 1 48 | n3 e2 n1 eol n2 e2 n3 eol q4 n3 ans 1 49 | n3 e2 n1 eol n2 e2 n3 eol q4 n3 ans 1 50 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 2 51 | -------------------------------------------------------------------------------- /babi_data/processed_3/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n2 e2 n3 eol n3 e2 n1 eol q4 n3 ans 2 2 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 3 | n3 e1 n1 eol n4 e1 n3 eol q1 n3 ans 1 4 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 2 5 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 1 6 | n3 e1 n1 eol n1 e1 n2 eol q2 n1 ans 3 7 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 3 8 | n2 e1 n3 eol n3 e1 n1 eol q1 n3 ans 1 9 | n1 e1 n2 eol n3 e1 n1 eol q2 n1 ans 3 10 | n2 e1 n3 eol n1 e1 n2 eol q2 n2 ans 1 11 | n1 e1 n3 eol n3 e1 n2 eol q1 n3 ans 2 12 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 2 13 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 14 | n4 e2 n3 eol n3 e2 n1 eol q3 n3 ans 1 15 | n3 e2 n2 eol n1 e2 n3 eol q4 n3 ans 1 16 | n2 e2 n3 eol n3 e2 n1 eol q4 n3 ans 2 17 | n3 e2 n2 eol n2 e2 n1 eol q4 n2 ans 3 18 | n3 e2 n2 eol n2 e2 n1 eol q4 n2 ans 3 19 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 1 20 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 1 21 | n2 e1 n1 eol n3 e1 n2 eol q2 n2 ans 3 22 | n3 e2 n2 eol n2 e2 n1 eol q3 n2 ans 1 23 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 1 24 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 2 25 | n3 e1 n2 eol n1 e1 n3 eol q2 n3 ans 1 26 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 2 27 | n3 e2 n1 eol n4 e2 n3 eol q3 n3 ans 1 28 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 1 29 | n2 e2 n3 eol n1 e2 n2 eol q4 n2 ans 1 30 | n3 e2 n2 eol n2 e2 n1 eol q3 n2 ans 1 31 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 3 32 | n1 e1 n3 eol n2 e1 n1 eol q2 n1 ans 2 33 | n3 e2 n1 eol n1 e2 n2 eol q4 n1 ans 3 34 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 1 35 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 3 36 | n2 e1 n3 eol n1 e1 n2 eol q2 n2 ans 1 37 | n3 e2 n1 eol n2 e2 n3 eol q4 n3 ans 2 38 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 1 39 | n2 e1 n1 eol n3 e1 n2 eol q2 n2 ans 3 40 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 2 41 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 3 42 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 43 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 3 44 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 1 45 | n1 e2 n3 eol n2 e2 n1 eol q4 n1 ans 2 46 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 2 47 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 1 48 | n3 e2 n1 eol n4 e2 n3 eol q3 n3 ans 1 49 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 2 50 | n3 e1 n1 eol n4 e1 n3 eol q2 n3 ans 4 51 | -------------------------------------------------------------------------------- /babi_data/processed_4/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 3 2 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 3 | n4 e1 n1 eol n1 e1 n2 eol q3 n1 ans 4 4 | n2 e1 n3 eol n1 e1 n2 eol q3 n2 ans 1 5 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 1 6 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 7 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 8 | n2 e2 n3 eol n1 e2 n2 eol q2 n2 ans 3 9 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 10 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 11 | n3 e2 n2 eol n1 e2 n3 eol q4 n3 ans 1 12 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 13 | n2 e1 n3 eol n4 e1 n2 eol q3 n2 ans 4 14 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 2 15 | n3 e2 n2 eol n2 e2 n1 eol q2 n2 ans 1 16 | n2 e1 n3 eol n3 e1 n1 eol q3 n3 ans 2 17 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 18 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 19 | n1 e1 n2 eol n3 e1 n1 eol q3 n1 ans 3 20 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 21 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 22 | n1 e1 n2 eol n3 e1 n1 eol q3 n1 ans 3 23 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 3 24 | n2 e1 n1 eol n4 e1 n2 eol q1 n2 ans 1 25 | n1 e1 n2 eol n3 e1 n1 eol q3 n1 ans 3 26 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 27 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 1 28 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 3 29 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 3 30 | n1 e2 n2 eol n3 e2 n1 eol q2 n1 ans 2 31 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 3 32 | n2 e2 n3 eol n3 e2 n1 eol q4 n3 ans 2 33 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 3 34 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 1 35 | n1 e1 n3 eol n3 e1 n2 eol q1 n3 ans 2 36 | n1 e2 n3 eol n4 e2 n1 eol q4 n1 ans 4 37 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 3 38 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 2 39 | n3 e1 n1 eol n1 e1 n2 eol q3 n1 ans 3 40 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 3 41 | n3 e2 n1 eol n1 e2 n2 eol q4 n1 ans 3 42 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 43 | n3 e2 n1 eol n1 e2 n2 eol q2 n1 ans 2 44 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 1 45 | n4 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 46 | n2 e1 n1 eol n3 e1 n2 eol q3 n2 ans 3 47 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 3 48 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 3 49 | n1 e1 n2 eol n3 e1 n1 eol q3 n1 ans 3 50 | n3 e2 n2 eol n2 e2 n1 eol q4 n2 ans 3 51 | -------------------------------------------------------------------------------- /babi_data/processed_5/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 2 2 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 1 3 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 4 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 1 5 | n3 e1 n2 eol n1 e1 n3 eol q2 n3 ans 2 6 | n4 e2 n2 eol n2 e2 n3 eol q3 n2 ans 3 7 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 1 8 | n2 e1 n1 eol n1 e1 n3 eol q2 n1 ans 3 9 | n4 e2 n2 eol n2 e2 n1 eol q4 n2 ans 4 10 | n2 e1 n3 eol n4 e1 n2 eol q2 n2 ans 3 11 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 2 12 | n1 e2 n3 eol n2 e2 n1 eol q4 n1 ans 2 13 | n2 e2 n1 eol n1 e2 n3 eol q4 n1 ans 2 14 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 15 | n1 e1 n3 eol n4 e1 n1 eol q2 n1 ans 3 16 | n1 e2 n3 eol n2 e2 n1 eol q3 n1 ans 3 17 | n1 e1 n3 eol n2 e1 n1 eol q2 n1 ans 3 18 | n3 e1 n1 eol n4 e1 n3 eol q1 n3 ans 4 19 | n1 e2 n3 eol n2 e2 n1 eol q4 n1 ans 2 20 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 21 | n3 e2 n2 eol n1 e2 n3 eol q4 n3 ans 1 22 | n2 e1 n3 eol n4 e1 n2 eol q1 n2 ans 4 23 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 24 | n2 e2 n1 eol n1 e2 n3 eol q4 n1 ans 2 25 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 2 26 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 27 | n4 e2 n2 eol n2 e2 n1 eol q4 n2 ans 4 28 | n2 e2 n3 eol n3 e2 n1 eol q4 n3 ans 2 29 | n3 e1 n1 eol n2 e1 n3 eol q2 n3 ans 1 30 | n2 e2 n3 eol n1 e2 n2 eol q4 n2 ans 1 31 | n2 e1 n3 eol n3 e1 n1 eol q2 n3 ans 1 32 | n2 e2 n1 eol n4 e2 n2 eol q3 n2 ans 1 33 | n4 e2 n1 eol n1 e2 n2 eol q3 n1 ans 2 34 | n2 e2 n1 eol n1 e2 n3 eol q4 n1 ans 2 35 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 36 | n3 e2 n1 eol n2 e2 n3 eol q4 n3 ans 2 37 | n1 e1 n2 eol n2 e1 n3 eol q2 n2 ans 3 38 | n4 e1 n2 eol n2 e1 n3 eol q2 n2 ans 3 39 | n2 e2 n1 eol n1 e2 n3 eol q4 n1 ans 2 40 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 3 41 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 3 42 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 43 | n2 e1 n3 eol n1 e1 n2 eol q2 n2 ans 3 44 | n1 e2 n2 eol n2 e2 n3 eol q3 n2 ans 3 45 | n2 e1 n3 eol n3 e1 n1 eol q1 n3 ans 2 46 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 47 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 1 48 | n2 e2 n1 eol n1 e2 n3 eol q4 n1 ans 2 49 | n2 e1 n3 eol n3 e1 n1 eol q2 n3 ans 1 50 | n1 e2 n3 eol n2 e2 n1 eol q4 n1 ans 2 51 | -------------------------------------------------------------------------------- /babi_data/processed_6/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n1 e2 n3 eol n2 e2 n1 eol q3 n1 ans 2 2 | n2 e1 n1 eol n1 e1 n3 eol q2 n1 ans 3 3 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 1 4 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 2 5 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 3 6 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 2 7 | n1 e1 n3 eol n3 e1 n2 eol q1 n3 ans 1 8 | n2 e1 n3 eol n3 e1 n1 eol q2 n3 ans 1 9 | n1 e2 n2 eol n2 e2 n3 eol q4 n2 ans 3 10 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 2 11 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 1 12 | n2 e1 n3 eol n1 e1 n2 eol q2 n2 ans 3 13 | n1 e1 n2 eol n2 e1 n3 eol q2 n2 ans 3 14 | n4 e2 n1 eol n1 e2 n2 eol q4 n1 ans 2 15 | n4 e1 n1 eol n1 e1 n2 eol q2 n1 ans 2 16 | n4 e1 n2 eol n2 e1 n1 eol q2 n2 ans 1 17 | n1 e1 n3 eol n3 e1 n2 eol q2 n3 ans 2 18 | n1 e1 n2 eol n4 e1 n1 eol q1 n1 ans 4 19 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 1 20 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 21 | n1 e1 n3 eol n3 e1 n2 eol q2 n3 ans 2 22 | n1 e2 n2 eol n3 e2 n1 eol q4 n1 ans 2 23 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 1 24 | n4 e2 n1 eol n1 e2 n2 eol q4 n1 ans 2 25 | n1 e1 n2 eol n4 e1 n1 eol q1 n1 ans 4 26 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 3 27 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 3 28 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 2 29 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 3 30 | n2 e1 n1 eol n4 e1 n2 eol q1 n2 ans 4 31 | n2 e2 n1 eol n1 e2 n3 eol q4 n1 ans 3 32 | n2 e2 n3 eol n1 e2 n2 eol q4 n2 ans 3 33 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 3 34 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 2 35 | n1 e1 n3 eol n3 e1 n2 eol q1 n3 ans 1 36 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 37 | n1 e1 n2 eol n2 e1 n3 eol q2 n2 ans 3 38 | n1 e2 n3 eol n2 e2 n1 eol q3 n1 ans 2 39 | n1 e1 n3 eol n3 e1 n2 eol q2 n3 ans 2 40 | n1 e1 n2 eol n2 e1 n3 eol q1 n2 ans 1 41 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 2 42 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 43 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 44 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 2 45 | n1 e2 n3 eol n3 e2 n2 eol q3 n3 ans 1 46 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 2 47 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 3 48 | n2 e2 n3 eol n4 e2 n2 eol q3 n2 ans 4 49 | n1 e1 n2 eol n2 e1 n3 eol q2 n2 ans 3 50 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 1 51 | -------------------------------------------------------------------------------- /babi_data/processed_7/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n4 e1 n3 eol n3 e1 n1 eol q1 n3 ans 1 2 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 3 3 | n4 e1 n1 eol n1 e1 n2 eol q1 n1 ans 2 4 | n3 e1 n2 eol n2 e1 n1 eol q1 n2 ans 1 5 | n1 e1 n2 eol n2 e1 n3 eol q1 n2 ans 3 6 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 2 7 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 2 8 | n1 e1 n2 eol n2 e1 n3 eol q2 n2 ans 1 9 | n2 e2 n1 eol n3 e2 n2 eol q4 n2 ans 1 10 | n1 e2 n3 eol n3 e2 n2 eol q3 n3 ans 1 11 | n1 e1 n3 eol n3 e1 n2 eol q2 n3 ans 1 12 | n1 e1 n2 eol n4 e1 n1 eol q1 n1 ans 2 13 | n4 e1 n1 eol n1 e1 n3 eol q2 n1 ans 4 14 | n1 e2 n2 eol n4 e2 n1 eol q4 n1 ans 2 15 | n3 e1 n2 eol n2 e1 n1 eol q2 n2 ans 3 16 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 1 17 | n3 e2 n2 eol n1 e2 n3 eol q4 n3 ans 2 18 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 3 19 | n4 e1 n3 eol n3 e1 n1 eol q1 n3 ans 1 20 | n2 e1 n1 eol n1 e1 n3 eol q2 n1 ans 2 21 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 2 22 | n2 e2 n3 eol n1 e2 n2 eol q4 n2 ans 3 23 | n1 e1 n2 eol n2 e1 n3 eol q2 n2 ans 1 24 | n3 e1 n2 eol n1 e1 n3 eol q2 n3 ans 1 25 | n1 e1 n3 eol n4 e1 n1 eol q2 n1 ans 4 26 | n3 e2 n1 eol n2 e2 n3 eol q4 n3 ans 1 27 | n2 e1 n1 eol n1 e1 n3 eol q2 n1 ans 2 28 | n3 e2 n1 eol n1 e2 n2 eol q3 n1 ans 3 29 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 2 30 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 2 31 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 2 32 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 2 33 | n3 e1 n1 eol n1 e1 n2 eol q1 n1 ans 2 34 | n4 e2 n1 eol n1 e2 n3 eol q4 n1 ans 3 35 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 1 36 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 2 37 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 2 38 | n3 e2 n1 eol n1 e2 n2 eol q4 n1 ans 2 39 | n1 e1 n3 eol n3 e1 n2 eol q1 n3 ans 2 40 | n1 e1 n3 eol n3 e1 n2 eol q1 n3 ans 2 41 | n1 e1 n3 eol n3 e1 n2 eol q1 n3 ans 2 42 | n2 e2 n3 eol n3 e2 n1 eol q3 n3 ans 2 43 | n1 e2 n3 eol n3 e2 n2 eol q3 n3 ans 1 44 | n1 e2 n3 eol n3 e2 n2 eol q4 n3 ans 2 45 | n2 e2 n3 eol n1 e2 n2 eol q3 n2 ans 1 46 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 3 47 | n1 e1 n3 eol n2 e1 n1 eol q2 n1 ans 2 48 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 3 49 | n1 e2 n3 eol n2 e2 n1 eol q4 n1 ans 3 50 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 1 51 | -------------------------------------------------------------------------------- /babi_data/processed_8/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n3 e1 n2 eol n1 e1 n3 eol q4 n3 ans 2 2 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 3 3 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 2 4 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 1 5 | n2 e1 n1 eol n3 e1 n2 eol q4 n2 ans 1 6 | n1 e2 n3 eol n3 e2 n2 eol q3 n3 ans 1 7 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 8 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 9 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 10 | n4 e2 n3 eol n3 e2 n1 eol q3 n3 ans 4 11 | n3 e1 n2 eol n1 e1 n3 eol q1 n3 ans 1 12 | n1 e1 n3 eol n3 e1 n2 eol q1 n3 ans 1 13 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 14 | n3 e1 n2 eol n1 e1 n3 eol q4 n3 ans 2 15 | n3 e2 n2 eol n2 e2 n1 eol q2 n2 ans 1 16 | n4 e2 n1 eol n1 e2 n2 eol q3 n1 ans 4 17 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 2 18 | n2 e2 n3 eol n3 e2 n1 eol q2 n3 ans 1 19 | n2 e1 n1 eol n3 e1 n2 eol q1 n2 ans 3 20 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 21 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 22 | n3 e2 n2 eol n1 e2 n3 eol q3 n3 ans 1 23 | n1 e1 n2 eol n2 e1 n3 eol q4 n2 ans 3 24 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 25 | n4 e1 n2 eol n2 e1 n1 eol q4 n2 ans 1 26 | n3 e2 n2 eol n4 e2 n3 eol q2 n3 ans 2 27 | n2 e2 n1 eol n1 e2 n3 eol q2 n1 ans 3 28 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 3 29 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 30 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 31 | n1 e2 n2 eol n4 e2 n1 eol q3 n1 ans 4 32 | n1 e1 n3 eol n3 e1 n2 eol q4 n3 ans 2 33 | n1 e1 n3 eol n3 e1 n2 eol q4 n3 ans 2 34 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 35 | n2 e1 n3 eol n1 e1 n2 eol q4 n2 ans 3 36 | n2 e1 n1 eol n1 e1 n3 eol q1 n1 ans 2 37 | n2 e2 n3 eol n1 e2 n2 eol q2 n2 ans 3 38 | n3 e1 n2 eol n1 e1 n3 eol q4 n3 ans 2 39 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 40 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 41 | n1 e1 n3 eol n3 e1 n2 eol q4 n3 ans 2 42 | n3 e2 n2 eol n1 e2 n3 eol q2 n3 ans 2 43 | n1 e1 n2 eol n2 e1 n3 eol q1 n2 ans 1 44 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 3 45 | n2 e1 n3 eol n1 e1 n2 eol q4 n2 ans 3 46 | n1 e2 n3 eol n3 e2 n2 eol q2 n3 ans 2 47 | n3 e1 n1 eol n1 e1 n2 eol q4 n1 ans 2 48 | n2 e2 n3 eol n1 e2 n2 eol q3 n2 ans 1 49 | n3 e1 n2 eol n1 e1 n3 eol q4 n3 ans 2 50 | n2 e2 n3 eol n1 e2 n2 eol q2 n2 ans 3 51 | -------------------------------------------------------------------------------- /babi_data/processed_9/rnn/train/4_tokens.txt.val: -------------------------------------------------------------------------------- 1 | n1 e1 n3 eol n2 e1 n1 eol q4 n1 ans 3 2 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 3 | n3 e2 n1 eol n2 e2 n3 eol q3 n3 ans 1 4 | n2 e2 n3 eol n3 e2 n1 eol q2 n3 ans 2 5 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 6 | n2 e1 n1 eol n3 e1 n2 eol q4 n2 ans 1 7 | n2 e2 n1 eol n3 e2 n2 eol q2 n2 ans 3 8 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 9 | n2 e2 n1 eol n4 e2 n2 eol q2 n2 ans 4 10 | n1 e2 n3 eol n2 e2 n1 eol q2 n1 ans 2 11 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 12 | n2 e2 n1 eol n1 e2 n3 eol q2 n1 ans 2 13 | n2 e2 n3 eol n3 e2 n1 eol q2 n3 ans 2 14 | n3 e2 n1 eol n2 e2 n3 eol q3 n3 ans 1 15 | n4 e1 n3 eol n3 e1 n2 eol q4 n3 ans 2 16 | n2 e2 n3 eol n3 e2 n1 eol q2 n3 ans 2 17 | n1 e2 n3 eol n2 e2 n1 eol q2 n1 ans 2 18 | n1 e2 n2 eol n2 e2 n3 eol q2 n2 ans 1 19 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 20 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 21 | n1 e1 n2 eol n2 e1 n3 eol q4 n2 ans 3 22 | n2 e2 n3 eol n1 e2 n2 eol q3 n2 ans 3 23 | n1 e1 n2 eol n3 e1 n1 eol q1 n1 ans 3 24 | n1 e2 n3 eol n2 e2 n1 eol q3 n1 ans 3 25 | n1 e2 n2 eol n4 e2 n1 eol q2 n1 ans 4 26 | n2 e2 n1 eol n4 e2 n2 eol q2 n2 ans 4 27 | n2 e2 n1 eol n1 e2 n3 eol q2 n1 ans 2 28 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 2 29 | n3 e1 n2 eol n1 e1 n3 eol q4 n3 ans 2 30 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 2 31 | n2 e2 n1 eol n3 e2 n2 eol q3 n2 ans 1 32 | n3 e2 n1 eol n2 e2 n3 eol q3 n3 ans 1 33 | n2 e2 n1 eol n1 e2 n3 eol q3 n1 ans 3 34 | n3 e1 n1 eol n2 e1 n3 eol q4 n3 ans 1 35 | n4 e2 n1 eol n1 e2 n3 eol q2 n1 ans 4 36 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 37 | n3 e1 n1 eol n2 e1 n3 eol q1 n3 ans 2 38 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 39 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 40 | n1 e2 n3 eol n2 e2 n1 eol q3 n1 ans 3 41 | n2 e1 n3 eol n1 e1 n2 eol q1 n2 ans 1 42 | n1 e2 n3 eol n2 e2 n1 eol q2 n1 ans 2 43 | n2 e1 n3 eol n3 e1 n1 eol q4 n3 ans 1 44 | n1 e1 n3 eol n2 e1 n1 eol q1 n1 ans 2 45 | n4 e1 n2 eol n2 e1 n3 eol q4 n2 ans 3 46 | n3 e1 n1 eol n2 e1 n3 eol q4 n3 ans 1 47 | n1 e2 n3 eol n2 e2 n1 eol q2 n1 ans 2 48 | n3 e2 n1 eol n2 e2 n3 eol q2 n3 ans 2 49 | n2 e1 n3 eol n3 e1 n1 eol q1 n3 ans 2 50 | n4 e1 n2 eol n2 e1 n1 eol q1 n2 ans 4 51 | --------------------------------------------------------------------------------