RAG / 检索增强生成

RankArena: A Unified Platform for Evaluating Retrieval, Reranking and RAG with Human and LLM Feedback

Abdelrahman Abdallah, Mahmoud Abdalla, Bhawna Piryani, Jamshid Mozafari, Mohammed Ali, Adam Jatowt

专题命中 检索器与排序 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR

Comments Accept at CIKM 2025

Can Language Models Critique Themselves? Investigating Self-Feedback for Retrieval Augmented Generation at BioASQ 2025

Samy Ateia, Udo Kruschwitz

机构 * Information Science, University of Regensburg, Universitätsstraße 31, 93053, Regensburg, Germany（信息科学，莱茵河畔雷根斯堡大学） 纠错

专题命中 检索器与排序 ：retrieval augmented generation(title,abstract)；RAG(abstract)；分类 cs.CL

Comments Version as accepted at the BioASQ Lab at CLEF 2025

Benchmarking Retrieval-Augmented Generation in Multi-Modal Contexts

Zhenghao Liu, Xingsheng Zhu, Tianshuo Zhou, Xinyi Zhang, Xiaoyuan Yi, Yukun Yan, Ge Yu, Maosong Sun

机构 * Northeastern University, China（东北大学） ； Microsoft Research Asia（微软亚洲研究院） ； Tsinghua University（清华大学） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(title,abstract)；RAG(abstract)；分类 cs.AI

Tool Graph Retriever: Exploring Dependency Graph-based Tool Retrieval for Large Language Models

Linfeng Gao, Yaoxiang Wang, Minlong Peng, Jialong Tang, Yuzhe Shang, Mingming Sun, Jinsong Su

机构 * School of Informatics, Xiamen University（厦门大学信息学院） ； Baidu（百度） ； Alibaba（阿里巴巴） 纠错

专题命中 检索器与排序 ：retriever(title,abstract)；分类 cs.IR、cs.AI

CoCoLex: Confidence-guided Copy-based Decoding for Grounded Legal Text Generation

Santosh T. Y. S. S, Youssef Tarek Elkhayat, Oana Ichim, Pranav Shetty, Dongsheng Wang, Zhiqiang Ma, Armineh Nourbakhsh, Xiaomo Liu

机构 * School of Computation, Information, and Technology, Technical University of Munich（计算、信息与技术学院，慕尼黑技术大学） ； Graduate Institute of International and Development Studies, Geneva（国际与发展研究研究生院，日内瓦） ； JPMorgan AI Research（摩根大通人工智能研究） 纠错

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；分类 cs.CL

Comments Accepted to ACL 2025-Main Conference

Improving Factuality for Dialogue Response Generation via Graph-Based Knowledge Augmentation

Xiangyan Chen, Yujian Gan, Yimeng Gu, Matthew Purver

专题命中 检索器与排序 ：retriever(abstract)；分类 cs.CL

VoxRAG: A Step Toward Transcription-Free RAG Systems in Spoken Question Answering

Zackary Rackauckas, Julia Hirschberg

机构 * Columbia University（哥伦比亚大学） 纠错

专题命中 知识库问答 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR

Comments Accepted to ACL 2025 Workshop MAGMaR

Journal ref Proceedings of the 1st Workshop on Multimodal Augmented Generation via Multimodal Retrieval (MAGMaR 2025), pp. 40-46, Vienna, Austria, August 2025. Association for Computational Linguistics

Augmented Question-guided Retrieval (AQgR) of Indian Case Law with LLM, RAG, and Structured Summaries

Vishnuprabha V, Daleesha M Viswanathan, Rajesh R, Aneesh V Pillai

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

Meta-RAG on Large Codebases Using Code Summarization

Vali Tawosi, Salwa Alamir, Xiaomo Liu, Manuela Veloso

机构 * JP Morgan AI Research, UK（英国JPMorgan人工智能研究） 纠错

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

Efficient Knowledge Injection in LLMs via Self-Distillation

Kalle Kujanpää, Pekka Marttinen, Harri Valpola, Alexander Ilin

机构 * Aalto University（阿alto大学） ； Finnish Center for Artificial Intelligence (FCAI)（芬兰人工智能中心） ； System 2 AI 纠错

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

Comments Preprint

Can LLMs Be Trusted for Evaluating RAG Systems? A Survey of Methods and Datasets

Lorenz Brehme, Thomas Ströhle, Ruth Breu

机构 * Department of Computer Science University of Innsbruck（计算机科学系因斯布鲁克大学） 纠错

专题命中 RAG评测 ：RAG(title,abstract)；retrieval-augmented generation(abstract)；分类 cs.IR、cs.AI

Comments 8 Pages. This paper has been accepted for presentation at the IEEE Swiss Conference on Data Science (SDS25)

Toward Low-Latency End-to-End Voice Agents for Telecommunications Using Streaming ASR, Quantized LLMs, and Real-Time TTS

Vignesh Ethiraj, Ashwath David, Sidhanth Menon, Divya Vijay

机构 * NetoAI 纠错

专题命中 RAG评测 ：retrieval augmented generation(abstract)；RAG(abstract)；分类 cs.AI