{"repo":"tpoisonooo/ROGRAG","free":true,"listed":false,"github":"https://github.com/tpoisonooo/ROGRAG","clone":"git clone https://github.com/tpoisonooo/ROGRAG.git","description":"[ACL2025 demo track] ROGRAG: A Robustly Optimized GraphRAG Framework","language":"Python","stars":201,"topics":["knowledge-base","knowledge-graph","llm","precision","retrieval-augmented-generation","knownledge-augmented-generation"],"license":"BSD-3-Clause","category":"ai-agents","readme_excerpt":"English Simplified Chinese 🔥 Introduction ROGRAG enhances LLM performance on specialized topics using a robust GraphRAG approach. It features a two-stage (dual-level and logic form methods) retrieval mechanism to improve accuracy without extra computation costs. ROGRAG achieves a 15% score boost on SeedBench, outperforming mainstream methods. This repo has contributed to: - GraphGen for better knowledge graph construction - SeedLLM RiceX0008-8) for online service Key Highlights : - Two-stage retrieval for robustness - Incremental database construction - Enhanced fuzzy matching and structured reasoning Method QA-1 (Accuracy) QA-2 (F1) QA-3 (Rouge) QA-4 (Rouge) ----------------- ----------------- ----------- -------------- -------------- vanilla (w/o RAG) 0.57 0.71 0.16 0.35 LangChain 0.68 0.68 0.15 0.04 BM25 0.65 0.69 0.23 0.03 RQ-RAG 0.59 0.62 0.17 0.33 ROGRAG (Ours) 0.75 0.79 0.36 0.38 Deployed on an online research platform, ROGRAG is ready for integration. Here is the technical report. If it is useful to you, please star it ⭐ 💡 Updates - [2025/11] Support multi-database, refactor gradio UI and server 📖 Documentation - 1. Run from Docker (CMD / Swagger Server API / Gradio) - 2. Run from Source - 3. Directory Structure and Function - FAQ about environment and error 🔆 Version Description Compared to HuixiangDou, this repo improves accuracy: 1. Graph Schema . Dense retrieval is only for querying similar entities and relationships. 2. Ported/merged multiple open-source impl","default_branch":null,"files":null,"tree":[],"storefront":"/r/tpoisonooo","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/tpoisonooo/ROGRAG/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."}