Title
From Search to Reasoning: A Five-Level RAG Capability Framework for Enterprise Data Gurbinder Gill Ritvik Gupta Denis Lusson Anand Chandrashekar Donald Nguyen 98 0 0 27 Aug 2025
Lightweight Joint Optimization of General-Purpose Vision-Language Models and Retrievers for RAG-Based Medical Diagnosis Nir Mazor Tom Hope VLM 81 0 0 24 Aug 2025
Exposing Privacy Risks in Graph Retrieval-Augmented Generation Jiale Liu Jiahao Zhang Suhang Wang SILM 102 0 0 24 Aug 2025
Position Bias Mitigates Position Bias:Mitigate Position Bias Through Inter-Position Knowledge Distillation Yifei Wang Feng Xiong Yong Wang L. Li Xiangxiang Chu D. Zeng 128 7 0 21 Aug 2025
Revisiting RAG Ensemble: A Theoretical and Mechanistic Analysis of Multi-RAG System Collaboration Yifei Chen Guanting Dong Yutao Zhu Zhicheng Dou 100 2 0 19 Aug 2025
RAG for Geoscience: What We Expect, Gaps and Opportunities Runlong Yu Shiyuan Luo Rahul Ghosh Jinkui Chi Yiqun Xie Xiaowei Jia 97 1 0 15 Aug 2025
Retrieval-augmented reasoning with lean language models Ryan Sze-Yin Chan Federico Nanni Tomas Lazauskas Rosie Wood Penelope Yong Lionel Tarassenko Mark Girolami James Geddes Andrew Duncan RALM LRM 164 1 0 15 Aug 2025
A Retrieval Augmented Spatio-Temporal Framework for Traffic Prediction Weilin Ruan Xilin Dang Ziyu Zhou Sisuo Lyu Yuxuan Liang AI4TS 125 0 0 14 Aug 2025
Privacy-protected Retrieval-Augmented Generation for Knowledge Graph Question Answering Yunfeng Ning Mayi Xu Jintao Wen Qiankun Pi Yuanyuan Zhu Ming Zhong Jiawei Jiang T. Qian RALM 170 1 0 12 Aug 2025
SMA: Who Said That? Auditing Membership Leakage in Semi-Black-box RAG Controlling Shixuan Sun Yaning Tan Ruoyu Chen Jianjie Huang Jingzhi Li Xiaochun Cao 218 0 0 12 Aug 2025
Reasoning through Exploration: A Reinforcement Learning Framework for Robust Function Calling Bingguang Hao Xinjian Zhao Zengzhuang Xu Yicheng Chen Yicheng Chen ... Dong Wang Xiangyu Zhao Jinjie Gu Chenyi Zhuang Ji Zhang OffRL LRM 150 0 0 07 Aug 2025
The SMeL Test: A simple benchmark for media literacy in language models Gustaf Ahdritz Anat Kleiman 173 0 0 04 Aug 2025
On The Role of Pretrained Language Models in General-Purpose Text Embeddings: A Survey Meishan Zhang Xin Zhang X. Zhao Shouzheng Huang Baotian Hu Min Zhang 169 3 0 28 Jul 2025
RAG in the Wild: On the (In)effectiveness of LLMs with Mixture-of-Knowledge Retrieval Augmentation Ran Xu Yuchen Zhuang Yue Yu Haoyu Wang W. Shi Carl Yang RALM 3DV 96 2 0 26 Jul 2025
Injecting External Knowledge into the Reasoning Process Enhances Retrieval-Augmented Generation Minghao Tang Shiyu Ni Jiafeng Guo Keping Bi RALM LRM 195 0 0 25 Jul 2025
Beyond Nearest Neighbors: Semantic Compression and Graph-Augmented Retrieval for Enhanced Vector Search Rahul Raja A. Vats 125 0 0 25 Jul 2025
Trustworthy Reasoning: Evaluating and Enhancing Factual Accuracy in LLM Intermediate Thought Processes Rui Jiao Yue Zhang Jinku Li LRM 149 0 0 25 Jul 2025
Distilling a Small Utility-Based Passage Selector to Enhance Retrieval-Augmented Generation Hengran Zhang Keping Bi Jiafeng Guo Jiaming Zhang Shuaiqiang Wang D. Yin Xueqi Cheng RALM 179 0 0 25 Jul 2025
Enhancing RAG Efficiency with Adaptive Context Compression Shuyu Guo Shuo Zhang Zhaochun Ren 175 0 0 24 Jul 2025
Transform Before You Query: A Privacy-Preserving Approach for Vector Retrieval with Embedding Space Alignment Ruiqi He Zekun Fei Jiaqi Li Xinyuan Zhu Biao Yi Siyi Lv Weijie Liu Zheli Liu LLMSV 125 0 0 24 Jul 2025
TDR: Task-Decoupled Retrieval with Fine-Grained LLM Feedback for In-Context Learning Yifu Chen Bingchen Huang Zhiling Wang Yuanchao Du Junfeng Luo Lei Shen Z. Chen 94 1 0 24 Jul 2025
Learning to Extract Rational Evidence via Reinforcement Learning for Retrieval-Augmented Generation Xinping Zhao Shouzheng Huang Yan Zhong Xinshuo Hu Meishan Zhang Baotian Hu Min Zhang RALM OffRL 222 0 0 21 Jul 2025
Docopilot: Improving Multimodal Models for Document-Level UnderstandingComputer Vision and Pattern Recognition (CVPR), 2025 Yuchen Duan Zhe Chen Yusong Hu Weiyun Wang Shenglong Ye ... Qibin Hou Tong Lu Jiaming Song Jifeng Dai Wenhai Wang 120 8 0 19 Jul 2025
FrugalRAG: Learning to retrieve and reason for multi-hop QA Abhinav Java Srivathsan Koundinyan Nagarajan Natarajan Amit Sharma RALM 165 1 0 10 Jul 2025
HIRAG: Hierarchical-Thought Instruction-Tuning Retrieval-Augmented Generation YiHan Jiao ZheHao Tan Dan Yang DuoLin Sun Jie Feng Yue Shen Jian Wang Peng Wei 168 4 0 08 Jul 2025
RAG-R1: Incentivizing the Search and Reasoning Capabilities of LLMs through Multi-query Parallelism Zhiwen Tan Jiaming Huang Qintong Wu Hongxuan Zhang Chenyi Zhuang Jinjie Gu ReLM RALM LRM 257 5 0 30 Jun 2025
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 182 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 167 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 196 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 166 0 0 10 Jun 2025
ConfRAG: Confidence-Guided Retrieval-Augmenting Generation Yin Huang Yifan Ethan Xu Kai Sun Vera Yan Alicia Sun ... Aaron Colak Anuj Kumar Anuj Kumar Wen-tau Yih Xin Luna Dong HILM 222 1 0 08 Jun 2025
Generating Grounded Responses to Counter Misinformation via Learning Efficient Fine-Grained CritiquesInternational Joint Conference on Artificial Intelligence (IJCAI), 2025 Xiaofei Xu Xiuzhen Zhang Ke Deng HILM 185 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 173 1 0 06 Jun 2025
ScaleRTL: Scaling LLMs with Reasoning Data and Test-Time Compute for Accurate RTL Code GenerationWorkshop on Machine Learning for CAD (ML4CAD), 2025 Chenhui Deng Yun-Da Tsai Guan-Ting Liu Zhongzhi Yu Haoxing Ren LLMAG LRM 188 7 0 05 Jun 2025
Micro-Act: Mitigating Knowledge Conflict in LLM-based RAG via Actionable Self-Reasoning Nan Huo Jinyang Li Bowen Qin Ge Qu Xiaolong Li Xiaodong Li Chenhao Ma Reynold Cheng RALM 252 1 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 188 12 0 04 Jun 2025
KARE-RAG: Knowledge-Aware Refinement and Enhancement for RAG Yongjian Li HaoCheng Chu Shi Yu Zhenghao Liu S. Yu Zheni Zeng Ruobing Wang Sen Song Zhiyuan Liu Maosong Sun 155 0 0 03 Jun 2025
ImpRAG: Retrieval-Augmented Generation with Implicit Queries Wenzheng Zhang Xi Lin K. Stratos Anuj Kumar Mingda Chen RALM 3DV VLM 208 1 0 02 Jun 2025
TreeRare: Syntax Tree-Guided Retrieval and Reasoning for Knowledge-Intensive Question Answering Boyi Zhang Zhuo Liu Hangfeng He LRM 130 0 0 31 May 2025
Inter-Passage Verification for Multi-evidence Multi-answer QAAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Bingsen Chen Shengjie Wang Xi Ye Chen Zhao RALM 136 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 142 0 0 31 May 2025
Optimizing Question Semantic Space for Dynamic Retrieval-Augmented Multi-hop Question AnsweringAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Linhao Ye Lang Yu Zhikai Lei Qin Chen Jie Zhou Liang He 134 1 0 31 May 2025
ClueAnchor: Clue-Anchored Knowledge Reasoning Exploration and Optimization for Retrieval-Augmented Generation Hao Chen Shi Yu Sen Mei Wanxiang Che Zhenghao Liu ... Yuchun Fan Pengcheng Huang Qiushi Xiong Zhiyuan Liu Maosong Sun LRM 256 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 179 1 0 29 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 139 1 0 28 May 2025
Learning to Route Queries Across Knowledge Bases for Step-wise Retrieval-Augmented Reasoning Chunyi Peng Zhipeng Xu Zhenghao Liu Yishan Li Shi Yu ... Zhiyuan Liu Yu Gu Minghe Yu Ge Yu Maosong Sun LRM 222 3 0 28 May 2025
Retrieval-Augmented Generation: A Comprehensive Survey of Architectures, Enhancements, and Robustness Frontiers Chaitanya Sharma RALM 3DV 218 5 0 28 May 2025
ReSCORE: Label-free Iterative Retriever Training for Multi-hop Question Answering with Relevance-Consistency SupervisionAnnual Meeting of the Association for Computational Linguistics (ACL), 2025 Dosung Lee Wonjun Oh Boyoung Kim Minyoung Kim Joonsuk Park Paul Hongsuck Seo LRM 128 1 0 27 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 222 1 0 26 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 125 0 0 26 May 2025