Title
Towards Harnessing the Collaborative Power of Large and Small Models for Domain Tasks Yang Liu Bingjie Yan Tianyuan Zou Jianqing Zhang Zixuan Gu ... Jiajian Li Xiaozhou Ye Ye Ouyang Qiang Yang Yanzhe Zhang ALM 458 1 0 24 Apr 2025
AlignRAG: Leveraging Critique Learning for Evidence-Sensitive Retrieval-Augmented Reasoning Jiaqi Wei Hao Zhou Xiang Zhang Di Zhang Zijie Qiu Wei Wei Jinzhe Li Wanli Ouyang Siqi Sun 86 0 0 21 Apr 2025
POLYRAG: Integrating Polyviews into Retrieval-Augmented Generation for Medical Applications Chunjing Gan Dan Yang Binbin Hu Ziqi Liu Yue Shen Qing Cui Jing Wang Jun Zhou 56 0 0 21 Apr 2025
Fashion-RAG: Multimodal Fashion Image Editing via Retrieval-Augmented Generation Fulvio Sanguigni Davide Morelli Marcella Cornia Rita Cucchiara DiffM 66 1 0 18 Apr 2025
Towards Characterizing Subjectivity of Individuals through Modeling Value Conflicts and Trade-offs Younghun Lee Dan Goldwasser LLMAG 445 0 0 17 Apr 2025
Efficient Distributed Retrieval-Augmented Generation for Enhancing Language Model Performance Shixuan Liu Zhenzhe Zheng Xiaoyao Huang Fan Wu Guihai Chen Jie Wu 103 0 0 15 Apr 2025
DioR: Adaptive Cognitive Detection and Contextual Retrieval Optimization for Dynamic Retrieval-Augmented Generation Hanghui Guo Jia Zhu Shimin Di Weijie Shi Zhangze Chen Jiajie Xu 113 0 0 14 Apr 2025
HeteRAG: A Heterogeneous Retrieval-augmented Generation Framework with Decoupled Knowledge Representations Peiru Yang Xintian Li Zhiyang Hu Jiapeng Wang Jinhua Yin ... Lizhi He Shuai Yang Shangguang Wang Yongfeng Huang Tao Qi 88 1 0 12 Apr 2025
The Other Side of the Coin: Exploring Fairness in Retrieval-Augmented Generation Zhenru Zhang Ning Li Qi Liu Rui Li W. Gao Qingyang Mao Zhenya Huang Baosheng Yu Dacheng Tao RALM 102 0 0 11 Apr 2025
Efficient Tuning of Large Language Models for Knowledge-Grounded Dialogue Generation Bo Zhang Hui Ma Dailin Li Jian Ding Jian Wang Bo Xu Hongfei Lin KELM 97 0 0 10 Apr 2025
HalluciNot: Hallucination Detection Through Context and Common Knowledge Verification Bibek Paudel Alexander Lyzhov Preetam Joshi Puneet Anand HILM 88 2 0 09 Apr 2025
Toward Holistic Evaluation of Recommender Systems Powered by Generative Models Yashar Deldjoo Nikhil Mehta M. Sathiamoorthy Shuai Zhang Pablo Castells Julian McAuley EGVM ELM 131 2 0 09 Apr 2025
Retrieval Augmented Generation with Collaborative Filtering for Personalized Text Generation Teng Shi Jun Xu Xiao Zhang Xiaoxue Zang Kai Zheng Yang Song Han Li RALM 3DV 88 0 0 08 Apr 2025
Leveraging LLMs for Utility-Focused Annotation: Reducing Manual Effort for Retrieval and RAG Hengran Zhang Minghao Tang Keping Bi Jiafeng Guo Shihao Liu Daiting Shi Dawei Yin Xueqi Cheng 74 0 0 07 Apr 2025
Collab-RAG: Boosting Retrieval-Augmented Generation for Complex Question Answering via White-Box and Black-Box LLM Collaboration Ran Xu W. Shi Yuchen Zhuang Yue Yu Joyce C. Ho Haoyu Wang Carl Yang 63 3 0 07 Apr 2025
QE-RAG: A Robust Retrieval-Augmented Generation Benchmark for Query Entry Errors Kepu Zhang Zhongxiang Sun Weijie Yu Xiaoxue Zang Kai Zheng Yang Song Han Li Jun Xu 3DV 70 1 0 05 Apr 2025
NAACL2025 Tutorial: Adaptation of Large Language Models Zixuan Ke Yifei Ming Shafiq Joty 54 3 0 04 Apr 2025
ScholarCopilot: Training Large Language Models for Academic Writing with Accurate Citations Yubo Wang Xueguang Ma Ping Nie Huaye Zeng Zhiheng Lyu Yize Zhang Benjamin Schneider Yi Lu Xiang Yue Wenhu Chen RALM 125 0 0 01 Apr 2025
Training a Utility-based Retriever Through Shared Context Attribution for Retrieval-Augmented Language Models Yilong Xu Jinhua Gao Xiaoming Yu Yuanhai Xue Baolong Bi Huawei Shen Xueqi Cheng RALM 96 0 0 01 Apr 2025
Self-Routing RAG: Binding Selective Retrieval with Knowledge Verbalization Di Wu Jia-Chen Gu Kai-Wei Chang Nanyun Peng 117 0 0 01 Apr 2025
UltraRAG: A Modular and Automated Toolkit for Adaptive Retrieval-Augmented Generation Yuxuan Chen D. Guo Sen Mei Xinze Li Hao Chen ... Yukun Yan Zhenghao Liu S. Yu Zhiyuan Liu Maosong Sun VLM 88 1 0 31 Mar 2025
M-DocSum: Do LVLMs Genuinely Comprehend Interleaved Image-Text in Document Summarization? Haolong Yan Kaijun Tan Yeqing Shen Xin Huang Zheng Ge Xiangyu Zhang Si Li Daxin Jiang VLM 76 0 0 27 Mar 2025
ReaRAG: Knowledge-guided Reasoning Enhances Factuality of Large Reasoning Models with Iterative Retrieval Augmented Generation Zhicheng Lee S. Cao Jinxin Liu Jing Zhang Weichuan Liu Xiaoyin Che Lei Hou Juanzi Li ReLM LRM 148 4 0 27 Mar 2025
Optimizing Case-Based Reasoning System for Functional Test Script Generation with Large Language Models Siyuan Guo Huiwu Liu Xiaolong Chen Yuming Xie Liang Zhang Tao Han Hechang Chen Yi Chang Jun Wang 265 0 0 26 Mar 2025
Privacy-Aware RAG: Secure and Isolated Knowledge Retrieval Pengcheng Zhou Yinglun Feng Zhongliang Yang SILM 128 0 0 17 Mar 2025
OpenRAG: Optimizing RAG End-to-End via In-Context Retrieval Learning Jiawei Zhou Lei Chen 3DV VLM 160 1 0 11 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Zhongfu Chen Wayne Xin Zhao Lei Fang Ji-Rong Wen AI4TS LRM KELM 195 43 0 07 Mar 2025
SePer: Measure Retrieval Utility Through The Lens Of Semantic Perplexity Reduction Lu Dai Yijie Xu Jinhui Ye Hao Liu Hui Xiong 3DV RALM 209 3 0 03 Mar 2025
AskToAct: Enhancing LLMs Tool Use via Self-Correcting Clarification Xuan Zhang Yongliang Shen Zhe Zheng Linjuan Wu Wenqi Zhang Yuchen Yan Qiuying Peng Jun Wang Weiming Lu KELM 176 2 0 03 Mar 2025
PASemiQA: Plan-Assisted Agent for Question Answering on Semi-Structured Data with Text and Relational Information Hansi Yang Qi Zhang Wei Jiang Jianguo Li RALM 69 1 0 28 Feb 2025
PhantomWiki: On-Demand Datasets for Reasoning and Retrieval Evaluation Albert Gong Kamilė Stankevičiūtė Chao-gang Wan Anmol Kabra Raphael Thesmar Johann Lee Julius Klenke Carla P. Gomes Kilian Q. Weinberger LRM RALM 119 0 0 27 Feb 2025
Judge as A Judge: Improving the Evaluation of Retrieval-Augmented Generation through the Judge-Consistency of Large Language Models Shuliang Liu Xinze Li Zhenghao Liu Yukun Yan Cheng Yang Zheni Zeng Zhiyuan Liu Maosong Sun Ge Yu RALM 264 3 0 26 Feb 2025
ViDoRAG: Visual Document Retrieval-Augmented Generation via Dynamic Iterative Reasoning Agents Qiuchen Wang Ruixue Ding Zehui Chen Weiqi Wu Shihang Wang Pengjun Xie Feng Zhao 111 2 0 25 Feb 2025
RankCoT: Refining Knowledge for Retrieval-Augmented Generation through Ranking Chain-of-Thoughts Mingyan Wu Zhenghao Liu Yukun Yan Xinze Li S. Yu Zheni Zeng Yu Gu Ge Yu RALM AI4TS LRM 85 2 0 25 Feb 2025
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM 227 1 0 25 Feb 2025
Benchmarking Retrieval-Augmented Generation in Multi-Modal Contexts Zhenghao Liu Xingsheng Zhu Tianshuo Zhou Xinyi Zhang Xiaoyuan Yi Yukun Yan Yu Gu Ge Yu Maosong Sun RALM VLM 61 3 0 24 Feb 2025
Mitigating Bias in RAG: Controlling the Embedder Taeyoun Kim Jacob Mitchell Springer Aditi Raghunathan Maarten Sap 104 2 0 24 Feb 2025
Mitigating the Privacy Issues in Retrieval-Augmented Generation (RAG) via Pure Synthetic Data Shenglai Zeng Jiankun Zhang Pengfei He J. Ren Tianqi Zheng Hanqing Lu Han Xu Hui Liu Yue Xing Jiliang Tang 196 12 0 21 Feb 2025
ParamMute: Suppressing Knowledge-Critical FFNs for Faithful Retrieval-Augmented Generation Pengcheng Huang Zhenghao Liu Yukun Yan Xiaoyuan Yi Hao Chen ... Maosong Sun Tong Xiao Ge Yu Ge Yu Chenyan Xiong 176 2 0 21 Feb 2025
Towards Adaptive Memory-Based Optimization for Enhanced Retrieval-Augmented Generation Qitao Qin Yucong Luo Yihang Lu Zhibo Chu Xianwei Meng 41 0 0 19 Feb 2025
Oreo: A Plug-in Context Reconstructor to Enhance Retrieval-Augmented Generation Sha Li Naren Ramakrishnan RALM KELM 265 2 0 18 Feb 2025
Associative Recurrent Memory Transformer Ivan Rodkin Yuri Kuratov Aydar Bulatov Andrey Kravchenko 134 4 0 17 Feb 2025
TimeCAP: Learning to Contextualize, Augment, and Predict Time Series Events with Large Language Model Agents Geon Lee Wenchao Yu Kijung Shin Wei Cheng Haifeng Chen AI4TS LLMAG 136 12 0 17 Feb 2025
Following the Autoregressive Nature of LLM Embeddings via Compression and Alignment Jingcheng Deng Zhongtao Jiang Liang Pang Liwei Chen Kun Xu Zihao Wei Huawei Shen Xueqi Cheng 112 3 0 17 Feb 2025
ReasonFlux: Hierarchical LLM Reasoning via Scaling Thought Templates L. Yang Zhaochen Yu Tengjiao Wang Mengdi Wang ReLM LRM AI4CE 181 18 0 10 Feb 2025
C-3PO: Compact Plug-and-Play Proxy Optimization to Achieve Human-like Retrieval-Augmented Generation Guoxin Chen Minpeng Liao Peiying Yu Dingmin Wang Zile Qiao Chao Yang Xin Zhao Kai Fan 99 1 0 10 Feb 2025
Optimizing Knowledge Integration in Retrieval-Augmented Generation with Self-Selection Yan Weng Fengbin Zhu Tong Ye Haoyan Liu Fuli Feng Tat-Seng Chua RALM 163 2 0 10 Feb 2025
Enhancing Health Information Retrieval with RAG by Prioritizing Topical Relevance and Factual Accuracy Rishabh Uapadhyay Marco Viviani 163 1 0 07 Feb 2025
Context-Aware Hierarchical Merging for Long Document Summarization Litu Ou Mirella Lapata MoMe 535 1 0 03 Feb 2025
Vision-centric Token Compression in Large Language Model Ling Xing Alex Jinpeng Wang Rui Yan Xiangbo Shu Jinhui Tang VLM 155 0 0 02 Feb 2025