├── .gitignore ├── LICENSE.md ├── MANIFEST.in ├── README.md ├── animation.ipynb ├── assets ├── demo.png ├── green_star.png └── red_cross.png ├── demo_data └── dummy │ ├── distance_matrix │ ├── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--0.pkl │ ├── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--1.pkl │ ├── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--2.pkl │ ├── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--3.pkl │ └── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--4.pkl │ └── thoughts │ ├── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--0.json │ ├── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--1.json │ ├── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--2.json │ ├── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--3.json │ └── Meta-Llama-3-8B-Instruct-Lite--cot--dummy--4.json ├── doc ├── WHEEL_TESTING.md ├── custom_datasets.md ├── setup_environment.md └── setup_model.md ├── examples ├── custom_model_example.py ├── dataset_and_model_usage.py ├── dataset_example.py └── prompt_example.py ├── lot ├── __init__.py ├── algorithms │ ├── Tree │ │ ├── MCTS │ │ │ ├── __init__.py │ │ │ ├── args.md │ │ │ ├── base.py │ │ │ ├── mcts.py │ │ │ └── task.py │ │ ├── ToT │ │ │ ├── __init__.py │ │ │ ├── base.py │ │ │ ├── bfs.py │ │ │ ├── dfs.py │ │ │ └── task.py │ │ ├── tasks │ │ │ ├── __init__.py │ │ │ ├── prompts.py │ │ │ └── science.py │ │ └── utils │ │ │ ├── __init__.py │ │ │ ├── aggregate_value_samples.py │ │ │ ├── answer_extractor.py │ │ │ ├── extract_both_samples.py │ │ │ ├── format_dpo.py │ │ │ ├── json_operator.py │ │ │ ├── orm_score.py │ │ │ ├── result_evaluator.py │ │ │ ├── self_consistency.py │ │ │ ├── solution_summary_extractor.py │ │ │ ├── verify_MATH.py │ │ │ ├── verify_answer.py │ │ │ ├── verify_llm.py │ │ │ ├── visualize.py │ │ │ └── weighted_consistency.py │ ├── __init__.py │ ├── base.py │ ├── prompt.py │ └── utils.py ├── animation.py ├── calculate.py ├── data │ ├── aqua.jsonl │ ├── commonsenseqa.jsonl │ ├── dummy.jsonl │ ├── mmlu.json │ └── strategyqa.json ├── datasets │ ├── __init__.py │ ├── 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