RAG / 检索增强生成

ModernBERT + ColBERT: Enhancing biomedical RAG through an advanced re-ranking retriever

Eduardo Martínez Rivera, Filippo Menolascina

机构 * School of Informatics University of Edinburgh（信息学院爱丁堡大学） ； School of Engineering University of Edinburgh（工程学院爱丁堡大学） 纠错

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

DACL-RAG: Data Augmentation Strategy with Curriculum Learning for Retrieval-Augmented Generation

Shaohan Wang, Licheng Zhang, Zheren Fu, Zhendong Mao, Yongdong Zhang

机构 * School of Information Science and Technology, University of Science and Technology of China（信息科学与技术学院，中国科学技术大学） ； Institute of Artificial Intelligence, Hefei Comprehensive National Science Center（人工智能研究院，合肥综合性国家科学中心） 纠错

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

AutoBnB-RAG: Enhancing Multi-Agent Incident Response with Retrieval-Augmented Generation

Zefang Liu, Arman Anwar

机构 * Georgia Institute of Technology（佐治亚理工学院） 纠错

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

RAG over Tables: Hierarchical Memory Index, Multi-Stage Retrieval, and Benchmarking

Jiaru Zou, Dongqi Fu, Sirui Chen, Xinrui He, Zihao Li, Yada Zhu, Jiawei Han, Jingrui He

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Meta AI ； IBM Research（IBM研究院） 纠错

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

Comments Project Link: https://github.com/jiaruzouu/T-RAG

Bridging Clinical Narratives and ACR Appropriateness Guidelines: A Multi-Agent RAG System for Medical Imaging Decisions

Satrio Pambudi, Filippo Menolascina

专题命中 检索器与排序 ：RAG(title)；retriever(abstract)；dense retrieval(abstract)

Learning Refined Document Representations for Dense Retrieval via Deliberate Thinking

Yifan Ji, Zhipeng Xu, Zhenghao Liu, Yukun Yan, Shi Yu, Yishan Li, Zhiyuan Liu, Yu Gu, Ge Yu, Maosong Sun

专题命中 检索器与排序 ：dense retrieval(title)；retriever(abstract)；分类 cs.IR

Rowen: Adaptive Retrieval-Augmented Generation for Hallucination Mitigation in LLMs

Hanxing Ding, Liang Pang, Zihao Wei, Huawei Shen, Xueqi Cheng

机构 * State Key Laboratory of AI Safety, Institute of Computing Technology, Chinese Academy of Sciences（人工智能安全国家重点实验室，计算技术研究所，中国科学院） 纠错

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

Comments Accepted at SIGIR-AP 2025

Improving Consistency in Retrieval-Augmented Systems with Group Similarity Rewards

Faisal Hamman, Chenyang Zhu, Anoop Kumar, Xujun Peng, Sanghamitra Dutta, Daben Liu, Alfy Samuel

机构 * University of Maryland, College Park（马里兰大学学院公园分校） ； Capital One 纠错

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

Comments Accepted at NeurIPS 2025 Workshop on Reliable ML from Unreliable Data

Equipping Retrieval-Augmented Large Language Models with Document Structure Awareness

Lingnan Xu, Chong Feng, Kaiyuan Zhang, Liu Zhengyong, Wenqiang Xu, Fanqing Meng

机构 * School of Computer Science, Beijing Institute of Technology（计算机学院，北京理工大学） ； Ant Group（蚂蚁集团） ； Southeast Academy of Information Technology, Beijing Institute of Technology（信息科技东南学院，北京理工大学） 纠错

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

Comments EMNLP2025 Findings

ReMoMask: Retrieval-Augmented Masked Motion Generation

Zhengdao Li, Siheng Wang, Zeyu Zhang, Hao Tang

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)

Wired for Reuse: Automating Context-Aware Code Adaptation in IDEs via LLM-Based Agent

Taiming Wang, Yanjie Jiang, Chunhao Dong, Yuxia Zhang, Hui Liu

专题命中 检索器与排序 ：retrieval-augmented generation(abstract)；RAG(abstract)

Comments Accepted by ASE2025

Scientific Paper Retrieval with LLM-Guided Semantic-Based Ranking

Yunyi Zhang, Ruozhen Yang, Siqi Jiao, SeongKu Kang, Jiawei Han

机构 * University of Illinois Urbana-Champaign（伊利诺伊大学厄巴纳-香槟分校） ； Korea University（韩国大学） 纠错

专题命中 检索器与排序 ：dense retrieval(abstract)；分类 cs.IR、cs.CL、cs.AI

Comments Accepted to EMNLP 2025 Findings