RAG / 检索增强生成

2510.14592 2025-10-17 cs.LG cs.IR 89%

Multimodal RAG for Unstructured Data:Leveraging Modality-Aware Knowledge Graphs with Hybrid Retrieval

Rashmi R, Vidyadhar Upadhya

机构 * National Institute of Technology Karnataka, Surathkal, India（印度卡纳塔克国家理工学院）

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

Comments 12 pages, 6 figures, submitted for review

2510.13856 2025-10-17 cs.CL cs.AI cs.CV 84%

Multimodal Retrieval-Augmented Generation with Large Language Models for Medical VQA

A H M Rezaul Karim, Ozlem Uzuner

机构 * George Mason University（乔治·马歇尔大学）

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

2510.14337 2025-10-17 cs.LG cs.AI 83%

Stop-RAG: Value-Based Retrieval Control for Iterative RAG

Jaewan Park, Solbee Cho, Jay-Yoon Lee

机构 * Seoul National University（首尔国立大学）

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

Comments NeurIPS 2025 MTI-LLM Workshop

2510.13091 2025-10-17 cs.HC 82%

Unmasking Hiring Bias: Platform Data Analysis and Controlled Experiments on Bias in Online Freelance Marketplaces via RAG-LLM Generated Contents

Wugeng Zheng, Guohou Shan

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

2510.14252 2025-10-17 cs.CL 79%

MoM: Mixtures of Scenario-Aware Document Memories for Retrieval-Augmented Generation Systems

Jihao Zhao, Zhiyuan Ji, Simin Niu, Hanyu Wang, Feiyu Xiong, Zhiyu Li

机构 * School of Information, Renmin University of China, Beijing, China（中国人民大学信息学院）； MemTensor (Shanghai) Technology Co., Ltd.（MemTensor（上海）技术有限公司）； Institute for Advanced Algorithms Research, Shanghai（上海先进算法研究所）

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

2510.10480 2025-10-17 cs.LG cs.AI 74%

Latent Retrieval Augmented Generation of Cross-Domain Protein Binders

Zishen Zhang, Xiangzhe Kong, Wenbing Huang, Yang Liu

机构 * Dept. of Comp. Sci. & Tech., Tsinghua University（计算机科学与技术系，清华大学）； Institute for AIR, Tsinghua University（空气智能研究所，清华大学）； Gaoling School of Artificial Intelligence, Renmin University of China（北京理工大学人工智能学院）

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

2510.14915 2025-10-17 cs.CL 70%

Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation

Xujun Peng, Anoop Kumar, Jingyu Wu, Parker Glenn, Daben Liu

机构 * AI Foundations, Capital One McLean, VA, USA（AI基础研究，Capital One麦莱恩，美国弗吉尼亚州）

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

Comments EMNLP 2025 Industry track

2510.14629 2025-10-17 cs.IR 70%

MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs

Jiani Huang, Xingchen Zou, Lianghao Xia, Qing Li

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

2510.13750 2025-10-17 cs.CL 70%

Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation

Zhiqi Huang, Vivek Datla, Chenyang Zhu, Alfy Samuel, Daben Liu, Anoop Kumar, Ritesh Soni

机构 * Capital One

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

Comments UncertaiNLP at EMNLP 2025

2510.13925 2025-10-17 cs.CL cs.CR cs.NI 57%

An LLM-Powered AI Agent Framework for Holistic IoT Traffic Interpretation

Daniel Adu Worae, Spyridon Mastorakis

机构 * University of Notre Dame（内布拉斯加大学达灵顿分校）

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

2510.14115 2025-10-17 cs.SE cs.LG 50%

David vs. Goliath: A comparative study of different-sized LLMs for code generation in the domain of automotive scenario generation

Philipp Bauerfeind, Amir Salarpour, David Fernandez, Pedram MohajerAnsari, Johannes Reschke, Mert D. Pesé

机构 * Clemson University（克莱姆森大学）

专题命中检索器与排序：retriever(abstract)

2509.12384 2025-10-17 cs.DC cs.DB 57%

Exploring Distributed Vector Databases Performance on HPC Platforms: A Study with Qdrant

Seth Ockerman, Amal Gueroudji, Song Young Oh, Robert Underwood, Nicholas Chia, Kyle Chard, Robert Ross, Shivaram Venkataraman

专题命中向量检索：retrieval-augmented generation(abstract)；分类 cs.DB

Comments To appear in the SC'25 Workshop Frontiers in Generative AI for HPC Science and Engineering: Foundations, Challenges, and Opportunities

2510.14144 2025-10-17 math.NA cs.NA 50%

A Stochastic Algorithm for Searching Saddle Points with Convergence Guarantee

Baoming Shi, Lei Zhang, Qiang Du

专题命中向量检索：vector search(abstract)

2509.00877 2025-10-17 cs.CL 83%

EviNote-RAG: Enhancing RAG Models via Answer-Supportive Evidence Notes

Yuqin Dai, Guoqing Wang, Yuan Wang, Kairan Dou, Kaichen Zhou, Zhanwei Zhang, Shuo Yang, Fei Tang, Jun Yin, Pengyu Zeng, Zhenzhe Ying, Can Yi, Changhua Meng, Yuchen Zhou, Yongliang Shen, Shuai Lu

机构 * Tsinghua University（清华大学）； Zhejiang University（浙江大学）； Ant Group（蚂蚁集团）； Massachusetts Institute of Technology（麻省理工学院）； UC Berkeley（加州大学伯克利分校）； The University of Hong Kong（香港大学）； National University of Singapore（新加坡国立大学）

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

2510.14900 2025-10-17 cs.AI cs.CR 57%

Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improves Without Labels or Model Updates

Wen-Kwang Tsao, Yao-Ching Yu, Chien-Ming Huang

机构 * AI Lab, TrendMicro（趋势科技人工智能实验室）

专题命中长文档RAG ：RAG(abstract)；分类 cs.AI

2510.13828 2025-10-17 cs.CL 57%

From Explainability to Action: A Generative Operational Framework for Integrating XAI in Clinical Mental Health Screening

Ratna Kandala, Akshata Kishore Moharir, Divya Arvinda Nayak

专题命中长文档RAG ：RAG(abstract)；分类 cs.CL

2510.14271 2025-10-17 cs.CL cs.AI cs.LG 86%

Less is More: Denoising Knowledge Graphs For Retrieval Augmented Generation

Yilun Zheng, Dan Yang, Jie Li, Lin Shang, Lihui Chen, Jiahao Xu, Sitao Luan

机构 * Nanyang Technological University（南洋理工大学）； Nanjing University（南京大学）； Mila, Quebec AI Institute（魁北克AI研究所）； University of Montreal（蒙特利尔大学）

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

2510.13193 2025-10-17 cs.IR 83%

ReMindRAG: Low-Cost LLM-Guided Knowledge Graph Traversal for Efficient RAG

Yikuan Hu, Jifeng Zhu, Lanrui Tang, Chen Huang

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

Comments Accepted by NeurIPS 2025

2501.16191 2025-10-17 cs.SE cs.AI 70%

The Last Dependency Crusade: Solving Python Dependency Conflicts with LLMs

Antony Bartlett, Cynthia Liem, Annibale Panichella

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

Comments Pre-print - Accepted at the first annual workshop on Agentic Software Engineering (AgenticSE) co-located with ASE'25

2510.14032 2025-10-17 cs.CV 67%

Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding

Xiaoqian Shen, Wenxuan Zhang, Jun Chen, Mohamed Elhoseiny

机构 * King Abdullah University of Science and Technology（卡布斯大学）

专题命中多模态RAG ：retrieval-augmented generation(abstract)；RAG(abstract)

Comments NeurIPS 2025 (Spotlight). Webpage at https://xiaoqian-shen.github.io/Vgent

2503.20934 2025-10-17 cs.SE cs.AI 57%

Leveraging LLMs, IDEs, and Semantic Embeddings for Automated Move Method Refactoring

Abhiram Bellur, Fraol Batole, Mohammed Raihan Ullah, Malinda Dilhara, Yaroslav Zharov, Timofey Bryksin, Kai Ishikawa, Haifeng Chen, Masaharu Morimoto, Shota Motoura, Takeo Hosomi, Tien N. Nguyen, Hridesh Rajan, Nikolaos Tsantalis, Danny Dig

机构 * University of Colorado（科罗拉多大学）； Tulane University（路易斯安那州立大学）； Amazon Web Services（亚马逊网络服务）； JetBrains Research（JetBrains研究）； NEC Corporation（日本电报电话公司）； NEC Laboratories America（日本电报电话美洲实验室）； University of Texas at Dallas（德克萨斯大学达拉斯分校）； Concordia University（康科迪亚大学）； University of Colorado, JetBrains Research（科罗拉多大学，JetBrains研究）

专题命中 RAG评测：RAG(abstract)；分类 cs.AI

Comments Published at the International Conference on Software Maintenance and Evolution (ICSME'25)

1. 检索器与排序 11 篇

Multimodal RAG for Unstructured Data:Leveraging Modality-Aware Knowledge Graphs with Hybrid Retrieval

Multimodal Retrieval-Augmented Generation with Large Language Models for Medical VQA

Stop-RAG: Value-Based Retrieval Control for Iterative RAG

Unmasking Hiring Bias: Platform Data Analysis and Controlled Experiments on Bias in Online Freelance Marketplaces via RAG-LLM Generated Contents

MoM: Mixtures of Scenario-Aware Document Memories for Retrieval-Augmented Generation Systems

Latent Retrieval Augmented Generation of Cross-Domain Protein Binders

Harmonizing Diverse Models: A Layer-wise Merging Strategy for Consistent Generation

MR.Rec: Synergizing Memory and Reasoning for Personalized Recommendation Assistant with LLMs

Confidence-Based Response Abstinence: Improving LLM Trustworthiness via Activation-Based Uncertainty Estimation

An LLM-Powered AI Agent Framework for Holistic IoT Traffic Interpretation

David vs. Goliath: A comparative study of different-sized LLMs for code generation in the domain of automotive scenario generation

2. 向量检索 2 篇

Exploring Distributed Vector Databases Performance on HPC Platforms: A Study with Qdrant

A Stochastic Algorithm for Searching Saddle Points with Convergence Guarantee

3. 知识库问答 1 篇

EviNote-RAG: Enhancing RAG Models via Answer-Supportive Evidence Notes

4. 长文档RAG 2 篇

Mapping Smarter, Not Harder: A Test-Time Reinforcement Learning Agent That Improves Without Labels or Model Updates

From Explainability to Action: A Generative Operational Framework for Integrating XAI in Clinical Mental Health Screening

5. 图谱与结构化RAG 3 篇

Less is More: Denoising Knowledge Graphs For Retrieval Augmented Generation

ReMindRAG: Low-Cost LLM-Guided Knowledge Graph Traversal for Efficient RAG

The Last Dependency Crusade: Solving Python Dependency Conflicts with LLMs

6. 多模态RAG 1 篇

Vgent: Graph-based Retrieval-Reasoning-Augmented Generation For Long Video Understanding

7. RAG评测 1 篇

Leveraging LLMs, IDEs, and Semantic Embeddings for Automated Move Method Refactoring