{"id":23932864,"url":"https://github.com/ryanlingo/REAP-LLM-Problem-Solving","last_synced_at":"2025-09-11T15:32:45.243Z","repository":{"id":260904111,"uuid":"882673261","full_name":"ryanlingo/REAP-LLM-Problem-Solving","owner":"ryanlingo","description":"Enhance LLM problem-solving with REAP: Reflection, Explicit Problem Deconstruction, and Advanced Prompting. 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The REAP framework improves problem-solving capabilities in large language models (LLMs) by guiding them through structured, context-aware reasoning processes, enhancing logical consistency and clarity.\n\n## Repository Contents\n\n- **README.md**: Overview of the repository and instructions for usage.\n- **REAP_Prompt.md**: The detailed REAP prompt framework for structured problem-solving.\n- **data/**: Contains the questions from the linguistic benchmark dataset used in the study. This dataset originates from [Easy Problems That LLMs Get Wrong](https://arxiv.org/abs/2405.19616). Please cite this paper if you use these questions.\n\n## Usage\n\nTo use the REAP prompt:\n\n1. Insert your problem into the REAP prompt at the end in the section labeled `\u003cPROBLEM\u003e`.\n2. Run the REAP prompt on any of your available large language models (LLMs) to guide the model through structured problem-solving steps.\n\nIf you would like to try REAP on the problems we used in our benchmark, the questions are available in the `data/` folder. These questions are sourced from [Easy Problems That LLMs Get Wrong](https://arxiv.org/abs/2405.19616). Please make sure to cite this paper if you use this dataset.\n\n## Citing This Work\n\nIf you use this REAP framework in your research, please cite our paper:\n\n```bibtex\n@article{lingo2024REAP,\n  title={Enhancing LLM Problem Solving with REAP: Reflection, Explicit Problem Deconstruction, and Advanced Prompting},\n  author={Lingo, Ryan and Arroyo, Martin and Chhajer, Rajeev},\n  journal={arXiv preprint arXiv:2409.09415},\n  year={2024},\n  url={https://arxiv.org/abs/2409.09415}\n}\n```\n\nFor any questions used from the `data/` folder, please also cite:\n\n```bibtex\n@article{williams2024EasyProblems,\n  title={Easy Problems That LLMs Get Wrong},\n  author={Williams, S and Huckle, J},\n  journal={arXiv preprint arXiv:2405.19616},\n  year={2024},\n  url={https://arxiv.org/abs/2405.19616}\n}\n```\n\n## License\n\nThis repository is licensed under the **Creative Commons Zero v1.0 Universal (CC0)** license, dedicating the work to the public domain. See the LICENSE file for details.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fryanlingo%2FREAP-LLM-Problem-Solving","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fryanlingo%2FREAP-LLM-Problem-Solving","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fryanlingo%2FREAP-LLM-Problem-Solving/lists"}