├── .gitignore ├── LICENSE ├── README.md ├── agent_template ├── AnalogyThought │ └── tool.py ├── CombineSearchJudge │ ├── combine_sj.py │ ├── prompts.py │ └── tool.py ├── DIY │ ├── DIY_main.py │ ├── fine_tuning.py │ ├── prompts.py │ └── tool.py ├── DecompositionThought │ └── tool.py ├── DisassembleThought │ └── tool.py ├── Origin │ └── tool.py ├── PlanThought │ └── tool.py ├── Reflect │ ├── fewshots.py │ ├── mocks.py │ ├── prompts.py │ ├── react_cls.py │ └── tool.py ├── StepThought │ └── tool.py └── ValidationThought │ ├── prompts.py │ ├── tool.py │ └── validation_main.py ├── agents ├── custom_base_agent.py ├── llm_multi_actions_agent.py ├── llm_vote_agent.py ├── multi_actions_agent.py ├── regex_vote_agent.py ├── single_action_agent.py └── tool_retrieval_agent.py ├── baselines └── gpt_turbo.py ├── data ├── aqua │ └── aqua_process_test.json ├── loading.py └── predictions │ ├── cos_llm_vote │ └── dst_dt_pt_st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── cos_reg_vote │ ├── dst_dt │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_dt_pt │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_dt_pt_st │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_dt_pt_st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_dt_pt_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_dt_st │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_dt_st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_dt_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_pt │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_pt_st │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_pt_st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_pt_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_st │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dt_pt │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dt_pt_st │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dt_pt_st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dt_pt_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dt_st │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dt_st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dt_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── pt_st │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── pt_st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── pt_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ └── st_turbo │ │ ├── aqua_predict.json │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ ├── dst │ ├── aqua_predict.json │ ├── aqua_predict_few_shot_combine.json │ ├── aqua_predict_few_shot_random.json │ ├── aqua_predict_few_shot_retrieval.json │ ├── aqua_regex.json │ ├── aqua_regex_few_shot_combine.json │ ├── aqua_regex_few_shot_random.json │ └── aqua_regex_few_shot_retrieval.json │ ├── dt │ ├── aqua_predict.json │ ├── aqua_predict_few_shot_combine.json │ ├── aqua_predict_few_shot_random.json │ ├── aqua_predict_few_shot_retrieval.json │ ├── aqua_regex.json │ ├── aqua_regex_few_shot_combine.json │ ├── aqua_regex_few_shot_random.json │ └── aqua_regex_few_shot_retrieval.json │ ├── pt │ ├── aqua_predict.json │ ├── aqua_predict_few_shot_combine.json │ ├── aqua_predict_few_shot_random.json │ ├── aqua_predict_few_shot_retrieval.json │ ├── aqua_regex.json │ ├── aqua_regex_few_shot_combine.json │ ├── aqua_regex_few_shot_random.json │ └── aqua_regex_few_shot_retrieval.json │ ├── st │ ├── aqua_predict.json │ ├── aqua_predict_few_shot_combine.json │ ├── aqua_predict_few_shot_random.json │ ├── aqua_predict_few_shot_retrieval.json │ ├── aqua_regex.json │ ├── aqua_regex_few_shot_combine.json │ ├── aqua_regex_few_shot_random.json │ ├── aqua_regex_few_shot_retrieval.json │ ├── few_shot_1 │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ └── few_shot_5 │ │ ├── aqua_predict_few_shot_combine.json │ │ ├── aqua_predict_few_shot_random.json │ │ ├── aqua_predict_few_shot_retrieval.json │ │ ├── aqua_regex_few_shot_combine.json │ │ ├── aqua_regex_few_shot_random.json │ │ └── aqua_regex_few_shot_retrieval.json │ └── turbo │ ├── aqua_predict.json │ ├── aqua_predict_few_shot_combine.json │ ├── aqua_predict_few_shot_random.json │ ├── aqua_predict_few_shot_retrieval.json │ ├── aqua_regex.json │ ├── aqua_regex_few_shot_combine.json │ ├── aqua_regex_few_shot_random.json │ └── aqua_regex_few_shot_retrieval.json ├── docs └── model.png ├── main.py ├── notes ├── note_data │ ├── final_notes.json │ ├── llm_data │ │ └── aqua.json │ ├── llm_test_data │ │ └── aqua.json │ └── origin_data │ │ └── aqua.json ├── prompts.py └── retriever_notes.py ├── run-combine.sh ├── run-cos.sh ├── 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