FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research

22 May 2024

Jiajie Jin

Chenghao Zhang

Tong Zhao

Zhao Yang

Zhicheng Dou

Ji-Rong Wen

VLM

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Papers citing "FlashRAG: A Modular Toolkit for Efficient Retrieval-Augmented Generation Research"

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Title
Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging Hongjin Qian Zheng Liu RALM LRM 33 0 0 14 May 2025
WixQA: A Multi-Dataset Benchmark for Enterprise Retrieval-Augmented Generation Dvir Cohen Lin Burg Sviatoslav Pykhnivskyi Hagit Gur Stanislav Kovynov Olga Atzmon Gilad Barkan RALM 23 0 0 13 May 2025
SEM: Reinforcement Learning for Search-Efficient Large Language Models Zeyang Sha Shiwen Cui Weiqiang Wang KELM OffRL LRM 26 0 0 12 May 2025
Reinforced Internal-External Knowledge Synergistic Reasoning for Efficient Adaptive Search Agent Ziyang Huang Xiaowei Yuan Yiming Ju Jun Zhao Kang Liu RALM KELM 26 0 0 12 May 2025
Knowing You Don't Know: Learning When to Continue Search in Multi-round RAG through Self-Practicing Diji Yang Linda Zeng Jinmeng Rao Y. Zhang 30 0 0 05 May 2025
Patchwork: A Unified Framework for RAG Serving Bodun Hu Luis Pabon Saurabh Agarwal Aditya Akella 21 0 0 01 May 2025
DualRAG: A Dual-Process Approach to Integrate Reasoning and Retrieval for Multi-Hop Question Answering Rong Cheng J. Liu Yan Zheng Fei Ni Jiazhen Du Hangyu Mao Fuzheng Zhang Bo-Lan Wang Jianye Hao LRM 56 0 0 25 Apr 2025
Adaptive Orchestration of Modular Generative Information Access Systems Mohanna Hoveyda Harrie Oosterhuis A. D. Vries Maarten de Rijke Faegheh Hasibi 35 0 0 24 Apr 2025
AlignRAG: An Adaptable Framework for Resolving Misalignments in Retrieval-Aware Reasoning of RAG Jiaqi Wei Hao Zhou Xiang Zhang Di Zhang Zijie Qiu Wei Wei Jinzhe Li Wanli Ouyang Siqi Sun 29 0 0 21 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 23 0 0 12 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 41 0 0 05 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 30 0 0 31 Mar 2025
ReSearch: Learning to Reason with Search for LLMs via Reinforcement Learning M. Ben-Chen Tianpeng Li Haoze Sun Yijie Zhou Chenzheng Zhu ... Weipeng Chen Haofen Wang Jeff Z. Pan Wen Zhang H. Chen ReLM OffRL AI4TS LRM 66 6 0 25 Mar 2025
Retrieval Augmented Generation and Understanding in Vision: A Survey and New Outlook Xu Zheng Ziqiao Weng Yuanhuiyi Lyu Lutao Jiang Haiwei Xue Bin Ren Danda Pani Paudel N. Sebe Luc Van Gool Xuming Hu 3DV 39 1 0 23 Mar 2025
Agent models: Internalizing Chain-of-Action Generation into Reasoning models Yuxiang Zhang Yuqi Yang Jiangming Shu Xinyan Wen Jitao Sang LRM LLMAG LM&Ro 41 1 0 09 Mar 2025
R1-Searcher: Incentivizing the Search Capability in LLMs via Reinforcement Learning Huatong Song Jinhao Jiang Yingqian Min Jie Chen Z. Chen Wayne Xin Zhao Lei Fang Ji-Rong Wen AI4TS LRM KELM 95 8 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 83 2 0 03 Mar 2025
LexRAG: Benchmarking Retrieval-Augmented Generation in Multi-Turn Legal Consultation Conversation Haitao Li Y. Chen Yiran Hu Qingyao Ai Junjie Chen Xiaoyu Yang J. Yang Yueyue Wu Zeyang Liu Y. Liu AILaw RALM ELM 59 0 0 28 Feb 2025
TeleRAG: Efficient Retrieval-Augmented Generation Inference with Lookahead Retrieval Chien-Yu Lin Keisuke Kamahori Yiyu Liu Xiaoxiang Shi Madhav Kashyap ... Stephanie Wang Arvind Krishnamurthy Rohan Kadekodi Luis Ceze Baris Kasikci 3DV VLM 135 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 RALM LRM 60 0 0 27 Feb 2025
LevelRAG: Enhancing Retrieval-Augmented Generation with Multi-hop Logic Planning over Rewriting Augmented Searchers Zhuocheng Zhang Yang Feng Min Zhang 51 1 0 25 Feb 2025
KiRAG: Knowledge-Driven Iterative Retriever for Enhancing Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM 53 1 0 25 Feb 2025
Rankify: A Comprehensive Python Toolkit for Retrieval, Re-Ranking, and Retrieval-Augmented Generation Abdelrahman Abdallah Bhawna Piryani Jamshid Mozafari Mohammed Ali Adam Jatowt 85 1 0 21 Feb 2025
Chain-of-Retrieval Augmented Generation Liang Wang Haonan Chen Nan Yang Xiaolong Huang Zhicheng Dou Furu Wei RALM LRM ReLM 3DV 84 6 0 24 Jan 2025
RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation X. Li Jiajie Jin Yujia Zhou Yongkang Wu Zhonghua Li Qi Ye Zhicheng Dou RALM LRM 103 5 0 16 Dec 2024
Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models Tian Yu Shaolei Zhang Yang Feng RALM 3DV AIFin LRM 79 8 0 29 Nov 2024
Ward: Provable RAG Dataset Inference via LLM Watermarks Nikola Jovanović Robin Staab Maximilian Baader Martin Vechev 139 1 0 04 Oct 2024
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation Systems Xuyang Wu Shuowei Li Hsin-Tai Wu Zhiqiang Tao Yi Fang 117 8 0 29 Sep 2024
OrthoDoc: Multimodal Large Language Model for Assisting Diagnosis in Computed Tomography Youzhu Jin Yichen Zhang LM&MA 36 1 0 30 Aug 2024
RAGLAB: A Modular and Research-Oriented Unified Framework for Retrieval-Augmented Generation Xuanwang Zhang Yunze Song Yidong Wang Shuyun Tang Xinfeng Li ... Wenyuan Xu Yue Zhang Xinyu Dai Shikun Zhang Qingsong Wen 36 4 0 21 Aug 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 70 2 0 15 Aug 2024
RAG Foundry: A Framework for Enhancing LLMs for Retrieval Augmented Generation Daniel Fleischer Moshe Berchansky Moshe Wasserblat Peter Izsak 3DV 47 4 0 05 Aug 2024
RAGEval: Scenario Specific RAG Evaluation Dataset Generation Framework Kunlun Zhu Yifan Luo Dingling Xu Ruobing Wang Shi Yu ... Yishan Li Zhiyuan Liu Xu Han Zhiyuan Liu Maosong Sun 29 17 0 02 Aug 2024
Retrieve, Summarize, Plan: Advancing Multi-hop Question Answering with an Iterative Approach Zhouyu Jiang Mengshu Sun Lei Liang Zhiqiang Zhang RALM 69 10 0 18 Jul 2024
BERGEN: A Benchmarking Library for Retrieval-Augmented Generation David Rau Hervé Déjean Nadezhda Chirkova Thibault Formal Shuai Wang Vassilina Nikoulina S. Clinchant 45 10 0 01 Jul 2024
Understand What LLM Needs: Dual Preference Alignment for Retrieval-Augmented Generation Guanting Dong Yutao Zhu Chenghao Zhang Zechen Wang Zhicheng Dou Ji-Rong Wen RALM 44 10 0 26 Jun 2024
Ragnarök: A Reusable RAG Framework and Baselines for TREC 2024 Retrieval-Augmented Generation Track Ronak Pradeep Nandan Thakur Sahel Sharifymoghaddam Eric Zhang Ryan Nguyen Daniel Campos Nick Craswell Jimmy Lin 38 12 0 24 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 63 12 0 19 Jun 2024
Self-RAG: Learning to Retrieve, Generate, and Critique through Self-Reflection Akari Asai Zeqiu Wu Yizhong Wang Avirup Sil Hannaneh Hajishirzi RALM 159 624 0 17 Oct 2023
LongLLMLingua: Accelerating and Enhancing LLMs in Long Context Scenarios via Prompt Compression Huiqiang Jiang Qianhui Wu Xufang Luo Dongsheng Li Chin-Yew Lin Yuqing Yang Lili Qiu RALM 106 182 0 10 Oct 2023
Large Language Models for Information Retrieval: A Survey Yutao Zhu Huaying Yuan Shuting Wang Jiongnan Liu Wenhan Liu Chenlong Deng Haonan Chen Zhicheng Dou Ji-Rong Wen KELM 51 284 0 14 Aug 2023