RAGU: A Multi-Step GraphRAG Engine with a Compact Domain-Adapted LLM

  • 类型：arxiv
  • 标识：2607.11683
  • 链接：https://arxiv.org/abs/2607.11683
  • 主分类：rag
  • 形态：method
  • 被引：0
  • 被引来源：Semantic Scholar
  • S2被引：0
  • 影响力被引：0
  • TLDR：RAGU, an open-source modular GraphRAG engine, addresses extraction from consolidation by separating extraction from consolidation: entities and relations pass through two-stage typed extraction, DBSCAN-backed deduplication, LLM summarization, and Leiden community detection.
  • 待LLM分类：否
  • 标题中文：RAGU：基于紧凑领域适配LLM的多步GraphRAG引擎
  • TLDR中文：RAGU是一个开源模块化GraphRAG引擎，通过将抽取与整合分离来解决抽取-整合问题：实体和关系经过两阶段类型化抽取、基于DBSCAN的去重、LLM摘要和Leiden社区检测。
  • 来源文件：
  • /inbox/tom/_candidates/2026-07-20-agent-rag-longcontext-candidates.json
  • [S2 enrich]