Title
Revela: Dense Retriever Learning via Language Modeling Fengyu Cai Tong Chen Xinran Zhao Sihao Chen Hongming Zhang Sherry Tongshuang Wu Iryna Gurevych Heinz Koeppl RALM VLM 18 0 0 19 Jun 2025
MALM: A Multi-Information Adapter for Large Language Models to Mitigate Hallucination Ao Jia Haiming Wu Guohui Yao D. Song Songkun Ji Yazhou Zhang 19 0 0 14 Jun 2025
Maximally-Informative Retrieval for State Space Model Generation Evan Becker Benjamin Bowman Matthew Trager Tian Yu Liu Luca Zancato Wei Xia Stefano Soatto RALM 30 0 0 13 Jun 2025
RAISE: Enhancing Scientific Reasoning in LLMs via Step-by-Step Retrieval Minhae Oh Jeonghye Kim Nakyung Lee Donggeon Seo Taeuk Kim Jungwoo Lee ReLM LRM 29 0 0 10 Jun 2025
ConfQA: Answer Only If You Are Confident Yin Huang Yifan Ethan Xu Kai Sun Vera Yan Alicia Sun ... Yue Liu Aaron Colak Anuj Kumar Wen-tau Yih Xin Luna Dong HILM 20 0 0 08 Jun 2025
Generating Grounded Responses to Counter Misinformation via Learning Efficient Fine-Grained Critiques Xiaofei Xu Xiuzhen Zhang Ke Deng HILM 46 0 0 06 Jun 2025
BioMol-MQA: A Multi-Modal Question Answering Dataset For LLM Reasoning Over Bio-Molecular Interactions Saptarshi Sengupta Shuhua Yang Paul Kwong Yu Fali Wang Suhang Wang 42 0 0 06 Jun 2025
ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code Generation Chenhui Deng Yun-Da Tsai Guan-Ting Liu Zhongzhi Yu Haoxing Ren LLMAG LRM 33 1 0 05 Jun 2025
Micro-Act: Mitigate Knowledge Conflict in Question Answering via Actionable Self-Reasoning Nan Huo Jinyang Li Bowen Qin Ge Qu Xiaolong Li Xiaodong Li Chenhao Ma Reynold Cheng RALM 113 0 0 05 Jun 2025
R-Search: Empowering LLM Reasoning with Search via Multi-Reward Reinforcement Learning Qingfei Zhao Ruobing Wang Dingling Xu Daren Zha Limin Liu AI4TS KELM LRM 75 0 0 04 Jun 2025
KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG Yongjian Li HaoCheng Chu Yukun Yan Zhenghao Liu S. Yu Zheni Zeng Ruobing Wang Sen Song Zhiyuan Liu Maosong Sun 47 0 0 03 Jun 2025
ImpRAG: Retrieval-Augmented Generation with Implicit Queries Wenzheng Zhang Xi Lin K. Stratos Wen-tau Yih Mingda Chen RALM 3DV VLM 22 0 0 02 Jun 2025
Inter-Passage Verification for Multi-evidence Multi-answer QA Bingsen Chen Shengjie Wang Xi Ye Chen Zhao RALM 30 0 0 31 May 2025
TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering Boyi Zhang Zhuo Liu Hangfeng He LRM 25 0 0 31 May 2025
Retrieval-Augmented Generation Systems for Intellectual Property via Synthetic Multi-Angle Fine-tuning Runtao Ren Jian Ma Jianxi Luo RALM 25 0 0 31 May 2025
Optimizing Question Semantic Space for Dynamic Retrieval-Augmented Multi-hop Question Answering Linhao Ye Lang Yu Zhikai Lei Qin Chen Jie Zhou Liang He 25 0 0 31 May 2025
ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation Hao Chen Yukun Yan Sen Mei Wanxiang Che Zhenghao Liu ... Yuchun Fan Pengcheng Huang Qiushi Xiong Zhiyuan Liu Maosong Sun LRM 35 0 0 30 May 2025
Sentinel: Attention Probing of Proxy Models for LLM Context Compression with an Understanding Perspective Yong Zhang Yanwen Huang Ning Cheng Yang Guo Yun Zhu Yanmeng Wang Shaojun Wang Jing Xiao RALM 33 0 0 29 May 2025
Learning to Route Queries Across Knowledge Bases for Step-wise Retrieval-Augmented Reasoning Chunyi Peng Zhipeng Xu Zhenghao Liu Yishan Li Yukun Yan ... Zhiyuan Liu Yu Gu Minghe Yu Ge Yu Maosong Sun LRM 93 1 0 28 May 2025
Retrieval-Augmented Generation: A Comprehensive Survey of Architectures, Enhancements, and Robustness Frontiers Chaitanya Sharma RALM 3DV 32 0 0 28 May 2025
Evaluating the Retrieval Robustness of Large Language Models Shuyang Cao Karthik Radhakrishnan David S. Rosenberg Steven Lu Pengxiang Cheng Lu Wang Shiyue Zhang RALM 14 0 0 28 May 2025
ReSCORE: Label-free Iterative Retriever Training for Multi-hop Question Answering with Relevance-Consistency Supervision Dosung Lee Wonjun Oh Boyoung Kim Minyoung Kim Joonsuk Park Paul Hongsuck Seo LRM 25 0 0 27 May 2025
Anveshana: A New Benchmark Dataset for Cross-Lingual Information Retrieval On English Queries and Sanskrit Documents Manoj Balaji Jagadeeshan Prince Raj Pawan Goyal RALM 17 0 0 26 May 2025
Enhancing Visual Reliance in Text Generation: A Bayesian Perspective on Mitigating Hallucination in Large Vision-Language Models Nanxing Hu Xiaoyue Duan Jinchao Zhang Guoliang Kang MLLM 63 0 0 26 May 2025
MA-RAG: Multi-Agent Retrieval-Augmented Generation via Collaborative Chain-of-Thought Reasoning Thang Nguyen Peter Chin Yu-Wing Tai LRM 78 1 0 26 May 2025
Writing Like the Best: Exemplar-Based Expository Text Generation Yuxiang Liu Kevin Chen-Chuan Chang 37 0 0 24 May 2025
Removal of Hallucination on Hallucination: Debate-Augmented RAG Wentao Hu Wengyu Zhang Yiyang Jiang C. Zhang Xiaoyong Wei Qing Li 51 0 0 24 May 2025
GainRAG: Preference Alignment in Retrieval-Augmented Generation through Gain Signal Synthesis Yi Jiang Sendong Zhao Jianbo Li Haochun Wang Bing Qin RALM 186 0 0 24 May 2025
LLMs for Supply Chain Management Haojie Wang Jiuyun Jiang L. Jeff Hong Guangxin Jiang 30 0 0 24 May 2025
TAGS: A Test-Time Generalist-Specialist Framework with Retrieval-Augmented Reasoning and Verification Jianghao Wu Feilong Tang Yulong Li Ming Hu Haochen Xue Shoaib Jameel Yutong Xie Imran Razzak LRM 52 0 0 23 May 2025
Augmenting LLM Reasoning with Dynamic Notes Writing for Complex QA Rishabh Maheshwary Masoud Hashemi Khyati Mahajan Shiva Krishna Reddy Malay Sai Rajeswar Sathwik Tejaswi Madhusudhan Spandana Gella Vikas Yadav RALM 51 0 0 22 May 2025
HASH-RAG: Bridging Deep Hashing with Retriever for Efficient, Fine Retrieval and Augmented Generation Jinyu Guo Xunlei Chen Qiyang Xia Zhaokun Wang Jie Ou Libo Qin Shunyu Yao Wenhong Tian 207 0 0 22 May 2025
Pre-training Large Memory Language Models with Internal and External Knowledge Linxi Zhao Sofian Zalouk Christian K. Belardi Justin Lovelace Jin Peng Zhou Kilian Q. Weinberger Yoav Artzi Jennifer J. Sun KELM HILM 103 0 0 21 May 2025
Single LLM, Multiple Roles: A Unified Retrieval-Augmented Generation Framework Using Role-Specific Token Optimization Yutao Zhu Jiajie Jin Hongjin Qian Zheng Liu Ji-Rong Wen Ji-Rong Wen 99 0 0 21 May 2025
Thought-Augmented Policy Optimization: Bridging External Guidance and Internal Capabilities Jinyang Wu Chonghua Liao Mingkuan Feng Shuai Zhang Zhengqi Wen Pengpeng Shao Huazhe Xu Jianhua Tao LRM OffRL 143 3 0 21 May 2025
Automatic Dataset Generation for Knowledge Intensive Question Answering Tasks Sizhe Yuen Ting Su Ziyang Wang Yali Du Adam Sobey 56 0 0 20 May 2025
Effective and Transparent RAG: Adaptive-Reward Reinforcement Learning for Decision Traceability Jingyi Ren Yekun Xu Xiaolong Wang Weitao Li Weizhi Ma Yang Liu RALM 80 0 0 19 May 2025
Mitigating Hallucinations via Inter-Layer Consistency Aggregation in Large Vision-Language Models Kai Tang Jinhao You Xiuqi Ge Hanze Li Yichen Guo Xiande Huang MLLM 173 0 0 18 May 2025
ELITE: Embedding-Less retrieval with Iterative Text Exploration Zhenting Wang Siyuan Gao Rong Zhou Hao Wang Li Ning RALM 3DV 113 0 0 17 May 2025
EcoSafeRAG: Efficient Security through Context Analysis in Retrieval-Augmented Generation Ruobing Yao Yifei Zhang Shuang Song Neng Gao Chenyang Tu SILM 78 1 0 16 May 2025
Search and Refine During Think: Autonomous Retrieval-Augmented Reasoning of LLMs Yaorui Shi Shihan Li Chang Wu Zhiyuan Liu Sihang Li Hengxing Cai An Zhang Xiang Wang ReLM LRM 162 0 0 16 May 2025
CL-RAG: Bridging the Gap in Retrieval-Augmented Generation with Curriculum Learning S. Wang Li Zhang Zheren Fu Zhendong Mao 51 0 0 15 May 2025
IterKey: Iterative Keyword Generation with LLMs for Enhanced Retrieval Augmented Generation Kazuki Hayashi Hidetaka Kamigaito Shinya Kouda Taro Watanabe RALM 104 1 0 13 May 2025
Towards Artificial General or Personalized Intelligence? A Survey on Foundation Models for Personalized Federated Intelligence Yu Qiao Huy Q. Le Avi Deb Raha Phuong-Nam Tran Apurba Adhikary Mengchun Zhang Loc X. Nguyen Eui-nam Huh Dusit Niyato Choong Seon Hong AI4CE 161 1 0 11 May 2025
Retrieval Augmented Generation Evaluation for Health Documents Mario Ceresa Lorenzo Bertolini Valentin Comte Nicholas Spadaro Barbara Raffael ... Sergio Consoli Amalia Muñoz Piñeiro Alex Patak Maddalena Querci Tobias Wiesenthal RALM 3DV 98 0 1 07 May 2025
ZeroSearch: Incentivize the Search Capability of LLMs without Searching Hao Sun Zile Qiao Jiayan Guo Xuanbo Fan Yingyan Hou Yong Jiang Pengjun Xie Yan Zhang Fei Huang Jingren Zhou OffRL 133 12 0 07 May 2025
LogiDebrief: A Signal-Temporal Logic based Automated Debriefing Approach with Large Language Models Integration Zirong Chen Ziyan An Jennifer Reynolds Kristin Mullen Stephen Martini Meiyi Ma 61 0 0 06 May 2025
Direct Retrieval-augmented Optimization: Synergizing Knowledge Selection and Language Models Zhengliang Shi Lingyong Yan Weiwei Sun Yue Feng Pengjie Ren Xinyu Ma Shuaiqiang Wang D. Yin Maarten de Rijke Zhaochun Ren RALM 76 1 0 05 May 2025
MateICL: Mitigating Attention Dispersion in Large-Scale In-Context Learning Murtadha Ahmed Wenbo Liu yunfeng 100 0 0 02 May 2025
DataScout: Automatic Data Fact Retrieval for Statement Augmentation with an LLM-Based Agent Chuer Chen Yuqi Liu Danqing Shi Shixiong Cao Nan Cao 79 0 0 24 Apr 2025