├── .gitignore ├── README.md ├── configs ├── ds_config.json ├── ds_full_config.json └── ds_small_config.json ├── data ├── raw │ ├── date_understanding_codex_rationales_cleaned.jsonl │ ├── logical_deduction_codex_rationales_cleaned.jsonl │ ├── multistep_arithmetic_scripted_rationales.jsonl │ └── word_sorting_scripted_rationales.jsonl ├── training │ ├── date_understanding │ │ ├── date_understanding_LMSI_rationale_1-2.jsonl │ │ ├── date_understanding_baseline_ao_1-2.jsonl │ │ ├── date_understanding_baseline_rationale_1-2.jsonl │ │ └── date_understanding_world_rationale_1-2.jsonl │ ├── logical_deduction │ │ ├── logical_deduction_LMSI_rationale_3-5.jsonl │ │ ├── logical_deduction_baseline_ao_3-5.jsonl │ │ ├── logical_deduction_baseline_rationale_3-5.jsonl │ │ └── logical_deduction_world_rationale_3-5.jsonl │ ├── multistep_arithmetic │ │ ├── multistep_arithmetic_LMSI_rationale_l3-4d2-22.jsonl │ │ ├── multistep_arithmetic_baseline_ao_l3-4d2-22.jsonl │ │ ├── multistep_arithmetic_baseline_rationale_l3-4d2-22.jsonl │ │ └── multistep_arithmetic_world_rationale_l3-4d2-22.jsonl │ └── word_sorting │ │ ├── word_sorting_LMSI_rationale_1-7.jsonl │ │ ├── word_sorting_baseline_ao_1-7.jsonl │ │ ├── word_sorting_baseline_rationale_1-7.jsonl │ │ └── word_sorting_world_rationale_1-7.jsonl └── validation │ ├── date_understanding │ ├── date_understanding_baseline_ao_1-2_val.jsonl │ └── date_understanding_baseline_rationale_1-2_val.jsonl │ ├── logical_deduction │ ├── logical_deduction_baseline_ao_3-5_val.jsonl │ └── logical_deduction_baseline_rationale_3-5_val.jsonl │ ├── multistep_arithmetic │ ├── multistep_arithmetic_baseline_ao_l3-4d2-22_val.jsonl │ └── multistep_arithmetic_baseline_rationale_l3-4d2-22_val.jsonl │ └── word_sorting │ ├── word_sorting_baseline_ao_1-7_val.jsonl │ └── word_sorting_baseline_rationale_1-7_val.jsonl ├── images ├── algo.png └── example.png ├── models ├── api_models.py ├── base.py ├── evaluation │ ├── date_understanding.py │ ├── logical_deduction.py │ ├── multistep_arithmetic.py │ └── word_sorting.py ├── filters │ ├── base.py │ ├── date_understanding.py │ ├── logical_deduction.py │ ├── multistep_arithmetic.py │ └── word_sorting.py ├── rl │ ├── base.py │ ├── date_understanding.py │ ├── logical_deduction.py │ ├── multistep_arithmetic.py │ └── word_sorting.py ├── self_improve │ ├── base.py │ ├── date_understanding.py │ ├── logical_deduction.py │ ├── multistep_arithmetic.py │ └── word_sorting.py ├── verifier │ ├── base.py │ ├── multistep_arithmetic.py │ └── word_sorting.py └── wrappers.py ├── prompts ├── date_understanding.py ├── logical_deduction.py ├── multistep_arithmetic.py └── word_sorting.py ├── requirements.txt ├── runners ├── data_collector │ ├── date_understanding │ │ ├── filtering.py │ │ ├── get_lmsi_data.py │ │ └── get_rationale.py │ ├── logical_deduction │ │ ├── filtering.py │ │ ├── get_lmsi_data.py │ │ └── get_rationale.py │ ├── multistep_arithmetics │ │ ├── get_lmsi_data.py │ │ └── get_rationale.py │ 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