RAG / 检索增强生成

Structured RAG for Answering Aggregative Questions

Omri Koshorek, Niv Granot, Aviv Alloni, Shahar Admati, Roee Hendel, Ido Weiss, Alan Arazi, Shay-Nitzan Cohen, Yonatan Belinkov

机构 * ai21.com（ai21公司） 纠错

专题命中 图谱与结构化RAG ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.CL

Prompt Tuning for Natural Language to SQL with Embedding Fine-Tuning and RAG

Jisoo Jang, Tien-Cuong Bui, Yunjun Choi, Wen-Syan Li

机构 * Graduate School of Data Science, Seoul National University（数据科学研究生院，首尔国立大学） 纠错

专题命中 图谱与结构化RAG ：RAG(title,abstract)；分类 cs.CL

Comments Presented at the Workshop on Robust ML in Open Environments (PAKDD 2024)

Multi-Agent GraphRAG: A Text-to-Cypher Framework for Labeled Property Graphs

Anton Gusarov, Anastasia Volkova, Valentin Khrulkov, Andrey Kuznetsov, Evgenii Maslov, Ivan Oseledets

专题命中 图谱与结构化RAG ：retrieval-augmented generation(abstract)；RAG(abstract)；分类 cs.CL、cs.AI

Comments Code to be released

LLM Output Drift: Cross-Provider Validation & Mitigation for Financial Workflows

Raffi Khatchadourian, Rolando Franco

机构 * IBM -- Financial Services Market（IBM金融服务市场） 纠错

专题命中 图谱与结构化RAG ：RAG(abstract)；分类 cs.CL、cs.AI

Comments 11 pages, 5 figures. To appear in AI4F @ ACM ICAIF '25, November 15-18, 2025, Singapore