├── README.md ├── code ├── core │ └── idepnn │ │ ├── __init__.py │ │ ├── __pycache__ │ │ └── load_save_pkl.cpython-36.pyc │ │ ├── elman-bidirection.py │ │ ├── elman-bidirection.pyc │ │ ├── hyper_param_search.py │ │ ├── load_save_pkl.py │ │ ├── optimiser │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── grad_optimiser.py │ │ ├── grad_optimiser.pyc │ │ └── test.py │ │ ├── recursive_net_utils │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── data_utils.py │ │ ├── data_utils.pyc │ │ ├── recursive_nn.py │ │ ├── test.py │ │ ├── tree_rnn.py │ │ └── tree_rnn.pyc │ │ ├── rnn │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── elman_bidirection_RC.py │ │ ├── elman_bidirection_RC.pyc │ │ ├── elman_bidirection_RC_LSTM.py │ │ ├── elman_bidirection_RC_LSTM.pyc │ │ └── elman_bidirection_RC_to_be_used.py │ │ └── utils │ │ ├── __init__.py │ │ ├── __init__.pyc │ │ ├── __pycache__ │ │ ├── __init__.cpython-36.pyc │ │ └── load_save_pkl.cpython-36.pyc │ │ ├── features.py │ │ ├── features.pyc │ │ ├── features_bb2011_13.py │ │ ├── features_bb2011_13.pyc │ │ ├── features_bb2016.py │ │ ├── features_muc6.py │ │ ├── getMacroFScore.py │ │ ├── getMacroFScore.pyc │ │ ├── getMacroFScore_bb2011_13.py │ │ ├── getMacroFScore_bb2016.py │ │ ├── getMacroFScore_muc6.py │ │ ├── load_save_pkl.py │ │ ├── load_save_pkl.pyc │ │ ├── theano_expressions.py │ │ └── tools.py └── scripts │ ├── postprocessing │ └── bb2016_evaluation │ │ ├── bb2016_threshold.py │ │ ├── bb2016_threshold_dev.py │ │ ├── bb2016_threshold_ensemble.py │ │ ├── bb2016_threshold_ensemble_dev.py │ │ ├── bionlp_rnn_results_annotations.py │ │ ├── bionlp_rnn_results_annotations_dev.py │ │ ├── bionlp_svm_results_annotations.py │ │ ├── bionlp_svm_results_annotations_dev.py │ │ ├── load_save_pkl.py │ │ └── load_save_pkl.pyc │ └── preprocessing │ ├── bionlp │ ├── generate_bb_training_data_2016.py │ ├── generate_bb_training_data_2016_negatives.py │ ├── generate_pos.py │ ├── generate_pos_iob.py │ └── generate_sdp.py │ └── muc6 │ └── 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