Title
UniversalRAG: Retrieval-Augmented Generation over Corpora of Diverse Modalities and Granularities Woongyeong Yeo Kangsan Kim Soyeong Jeong Jinheon Baek Sung Ju Hwang 115 0 0 29 Apr 2025
A Survey of Efficient Reasoning for Large Reasoning Models: Language, Multimodality, and Beyond Xiaoye Qu Yafu Li Zhaochen Su Weigao Sun Jianhao Yan ... Chaochao Lu Yue Zhang Xian-Sheng Hua Bowen Zhou Yu Cheng ReLM OffRL LRM 180 47 0 27 Mar 2025
A Survey of Multimodal Retrieval-Augmented Generation Lang Mei Siyu Mo Zhihan Yang Chong Chen 23 4 0 26 Mar 2025
R1-Onevision: Advancing Generalized Multimodal Reasoning through Cross-Modal Formalization Yi Yang Xiaoxuan He Hongkun Pan Xiyan Jiang Yan Deng ... Dacheng Yin Fengyun Rao Minfeng Zhu Bo Zhang Wei Chen VLM LRM 126 98 1 13 Mar 2025
Search-R1: Training LLMs to Reason and Leverage Search Engines with Reinforcement Learning Bowen Jin Hansi Zeng Zhenrui Yue Dong Wang Sercan O. Arik Dong Wang Hamed Zamani Jiawei Han RALM ReLM KELM OffRL AI4TS LRM 200 120 0 12 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 173 43 0 07 Mar 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 46 3 0 24 Feb 2025
Visual-RAG: Benchmarking Text-to-Image Retrieval Augmented Generation for Visual Knowledge Intensive Queries Yin Wu Quanyu Long Jing Li Jianfei Yu Wenya Wang VLM 73 5 0 23 Feb 2025
Qwen2.5-VL Technical Report S. Bai Keqin Chen Xuejing Liu Jialin Wang Wenbin Ge ... Zesen Cheng Hang Zhang Zhibo Yang Haiyang Xu Junyang Lin VLM 336 685 0 20 Feb 2025
Ask in Any Modality: A Comprehensive Survey on Multimodal Retrieval-Augmented Generation Mohammad Mahdi Abootorabi Amirhosein Zobeiri Mahdi Dehghani Mohammadali Mohammadkhani Bardia Mohammadi Omid Ghahroodi M. Baghshah Ehsaneddin Asgari RALM 304 7 0 12 Feb 2025
DeepRAG: Thinking to Retrieve Step by Step for Large Language Models Xinyan Guan Jiali Zeng Fandong Meng Chunlei Xin Yaojie Lu Hongyu Lin Jia Zheng Le Sun Jie Zhou ReLM KELM LRM 95 7 0 03 Feb 2025
SFT Memorizes, RL Generalizes: A Comparative Study of Foundation Model Post-training Tianzhe Chu Yuexiang Zhai Jihan Yang Shengbang Tong Saining Xie Dale Schuurmans Quoc V. Le Sergey Levine Yi-An Ma OffRL 228 123 0 28 Jan 2025
Unveiling the Potential of Multimodal Retrieval Augmented Generation with Planning Xiaohan Yu Zhihan Yang C. L. Philip Chen LRM 54 2 0 28 Jan 2025
DeepSeek-R1: Incentivizing Reasoning Capability in LLMs via Reinforcement Learning DeepSeek-AI Daya Guo Dejian Yang Haowei Zhang Junxiao Song ... Shiyu Wang S. Yu Shunfeng Zhou Shuting Pan S.S. Li ReLM VLM OffRL AI4TS LRM 380 1,970 0 22 Jan 2025
AlzheimerRAG: Multimodal Retrieval Augmented Generation for PubMed articles A. Lahiri Qinmin Vivian Hu 121 10 0 21 Dec 2024
Benchmarking Multimodal Retrieval Augmented Generation with Dynamic VQA Dataset and Self-adaptive Planning Agent Yangning Li Hai-Tao Zheng Xinyu Wang Yong Jiang Zhen Zhang ... Hui Wang Hai-Tao Zheng Pengjun Xie Philip S. Yu Fei Huang 109 22 0 05 Nov 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data Rewards Xinze Li Sen Mei Zhenghao Liu Yukun Yan Shuo Wang ... Haotian Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 88 11 0 17 Oct 2024
VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality Documents S. Yu C. Tang Bokai Xu Junbo Cui Junhao Ran ... Zhenghao Liu Shuo Wang Xu Han Zhiyuan Liu Maosong Sun VLM 184 39 0 14 Oct 2024
RULE: Reliable Multimodal RAG for Factuality in Medical Vision Language Models Peng Xia Kangyu Zhu Haoran Li Hongtu Zhu Yun Li Gang Li Linjun Zhang Huaxiu Yao MedIm 69 41 0 06 Jul 2024
Hallucination of Multimodal Large Language Models: A Survey Zechen Bai Pichao Wang Tianjun Xiao Tong He Zongbo Han Zheng Zhang Mike Zheng Shou VLM LRM 202 195 0 29 Apr 2024
Wiki-LLaVA: Hierarchical Retrieval-Augmented Generation for Multimodal LLMs Davide Caffagni Federico Cocchi Nicholas Moratelli Sara Sarto Marcella Cornia Lorenzo Baraldi Rita Cucchiara KELM 96 47 0 23 Apr 2024
MMInA: Benchmarking Multihop Multimodal Internet Agents Ziniu Zhang Shulin Tian Liangyu Chen Ziwei Liu LLMAG LM&Ro 49 22 0 15 Apr 2024
DRAGIN: Dynamic Retrieval Augmented Generation based on the Information Needs of Large Language Models Weihang Su Yichen Tang Qingyao Ai Zhijing Wu Yiqun Liu 3DV RALM AI4TS SyDa 83 21 0 15 Mar 2024
Divide-or-Conquer? Which Part Should You Distill Your LLM? Zhuofeng Wu Richard He Bai Aonan Zhang Jiatao Gu V. Vydiswaran Navdeep Jaitly Yizhe Zhang LRM 85 12 0 22 Feb 2024
DeepSeekMath: Pushing the Limits of Mathematical Reasoning in Open Language Models Zhihong Shao Peiyi Wang Qihao Zhu Runxin Xu Jun-Mei Song ... Haowei Zhang Mingchuan Zhang Yiming Li Yu-Huan Wu Daya Guo ReLM LRM 146 1,274 0 05 Feb 2024
BGE M3-Embedding: Multi-Lingual, Multi-Functionality, Multi-Granularity Text Embeddings Through Self-Knowledge Distillation Jianlv Chen Shitao Xiao Peitian Zhang Kun Luo Defu Lian Zheng Liu 645 433 0 05 Feb 2024
Unified Hallucination Detection for Multimodal Large Language Models Xiang Chen Chenxi Wang Yida Xue Ningyu Zhang Xiaoyan Yang Qian Li Yue Shen Lei Liang Jinjie Gu Huajun Chen HILM 93 45 0 05 Feb 2024
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 211 1,814 1 18 Dec 2023
PaperQA: Retrieval-Augmented Generative Agent for Scientific Research Jakub Lála Odhran O'Donoghue Aleksandar Shtedritski Sam Cox Samuel G. Rodriques Andrew D. White RALM 124 87 0 08 Dec 2023
UniIR: Training and Benchmarking Universal Multimodal Information Retrievers Cong Wei Yang Chen Haonan Chen Hexiang Hu Ge Zhang Jie Fu Alan Ritter Wenhu Chen 68 70 0 28 Nov 2023
Understanding Retrieval Augmentation for Long-Form Question Answering Hung-Ting Chen Fangyuan Xu Shane Arora Eunsol Choi RALM 40 38 0 18 Oct 2023
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 265 776 0 17 Oct 2023
Fine-grained Late-interaction Multi-modal Retrieval for Retrieval Augmented Visual Question Answering Weizhe Lin Jinghong Chen Jingbiao Mei Alexandru Coca Bill Byrne 42 36 0 29 Sep 2023
Benchmarking Large Language Models in Retrieval-Augmented Generation Jiawei Chen Hongyu Lin Xianpei Han Le Sun 3DV RALM 80 305 0 04 Sep 2023
Direct Preference Optimization: Your Language Model is Secretly a Reward Model Rafael Rafailov Archit Sharma E. Mitchell Stefano Ermon Christopher D. Manning Chelsea Finn ALM 389 4,139 0 29 May 2023
Enhancing Retrieval-Augmented Large Language Models with Iterative Retrieval-Generation Synergy Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen RALM LRM KELM 87 259 0 24 May 2023
Open-WikiTable: Dataset for Open Domain Question Answering with Complex Reasoning over Table Sunjun Kweon Yeonsu Kwon Seonhee Cho Yohan Jo E. Choi LMTD RALM 48 23 0 12 May 2023
Active Retrieval Augmented Generation Zhengbao Jiang Frank F. Xu Luyu Gao Zhiqing Sun Qian Liu Jane Dwivedi-Yu Yiming Yang Jamie Callan Graham Neubig RALM 70 290 0 11 May 2023
Retrieving Multimodal Information for Augmented Generation: A Survey Ruochen Zhao Hailin Chen Weishi Wang Fangkai Jiao Do Xuan Long ... Bosheng Ding Xiaobao Guo Minzhi Li Xingxuan Li Shafiq Joty 98 87 0 20 Mar 2023
Can Pre-trained Vision and Language Models Answer Visual Information-Seeking Questions? Yang Chen Hexiang Hu Yi Luan Haitian Sun Soravit Changpinyo Alan Ritter Ming-Wei Chang 99 94 0 23 Feb 2023
In-Context Retrieval-Augmented Language Models Ori Ram Yoav Levine Itay Dalmedigos Dor Muhlgay Amnon Shashua Kevin Leyton-Brown Y. Shoham KELM RALM LRM 92 605 0 31 Jan 2023
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 145 640 0 30 Jan 2023
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal KELM RALM LRM 126 467 0 20 Dec 2022
MuRAG: Multimodal Retrieval-Augmented Generator for Open Question Answering over Images and Text Wenhu Chen Hexiang Hu Xi Chen Pat Verga William W. Cohen RALM 65 159 0 06 Oct 2022
A Survey on Retrieval-Augmented Text Generation Huayang Li Yixuan Su Deng Cai Yan Wang Lemao Liu RALM 121 210 0 02 Feb 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 836 9,644 0 28 Jan 2022
WebQA: Multihop and Multimodal QA Yingshan Chang M. Narang Hisami Suzuki Guihong Cao Jianfeng Gao Yonatan Bisk LRM 53 87 0 01 Sep 2021
Constructing A Multi-hop QA Dataset for Comprehensive Evaluation of Reasoning Steps Xanh Ho A. Nguyen Saku Sugawara Akiko Aizawa RALM LRM 81 465 0 02 Nov 2020
TabFact: A Large-scale Dataset for Table-based Fact Verification Wenhu Chen Hongmin Wang Jianshu Chen Yunkai Zhang Hong Wang Shiyang Li Xiyou Zhou William Yang Wang LMTD 106 514 0 05 Sep 2019
Multi-passage BERT: A Globally Normalized BERT Model for Open-domain Question Answering Zhiguo Wang Patrick Ng Xiaofei Ma Ramesh Nallapati Bing Xiang OOD 70 244 0 22 Aug 2019