{"repo":"HKUST-KnowComp/DeepRefine","free":true,"listed":false,"github":"https://github.com/HKUST-KnowComp/DeepRefine","clone":"git clone https://github.com/HKUST-KnowComp/DeepRefine.git","description":"Training a general LLM-based reasoning model for agent-compiled knowledge refinement that evolves any KB with multi-turn interaction history via RL.","language":"Python","stars":13,"topics":["agent","knowledge-base","reinforcement-learning","self-evolving"],"license":"MIT","category":"machine-learning","readme_excerpt":"DeepRefine : Agent-Compiled Knowledge Refinement via Reinforcement Learning 🤔 Your LLM-Wiki Need to be Refined DeepRefine is a general LLM-based reasoning model for agent-compiled knowledge refinement that improves the quality of any pre-constructed knowledge bases with user queries to make it more suitable for the downstream tasks. News - [2026/7/14] We have released our docker image 🚢DeepRefine. Feel free to use it to train the model directly! - [2026/6/2] ✨DeepRefine-Skill has released! An agent skill to evolve the quality of LLM-Wiki (Graphify) at test time with the harness of DeepRefine. - [2026/5/10] Static quants of DeepRefine-v1-8B, 🤗 mradermacher/DeepRefine-v1-8B-GGUF has been released. Thanks to the community! 🪜 Environment We provide a Dockerfile for a reproducible environment. You can also pull the prebuilt image directly: Local setup Create atlastune from scratch: Create the environment with pip only: pip install -e . registers the bundled verl package. For local atlas-rag development, use pip install -e ./AutoSchemaKG instead of the PyPI pin when needed. graphify + Cursor skill (DeepRefine-Skill) The /deeprefine Cursor skill and deeprefine CLI live in a separate repo (DeepRefine-Skill), sibling to this one. After atlastune is ready: See DeepRefine-Skill/README.md for the full graphify workflow. 🚀 Quick Start Demo We have a demo pipline test.ipynb, in which you can have a quick overview about what DeepRefine is doing. 📊 Training Data Preprocessing We collec","default_branch":null,"files":null,"tree":[],"storefront":"/r/HKUST-KnowComp","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/HKUST-KnowComp/DeepRefine/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}