Title
SimRAG: Self-Improving Retrieval-Augmented Generation for Adapting Large Language Models to Specialized Domains Ran Xu Hui Liu Sreyashi Nag Zhenwei Dai Yaochen Xie ... Chen Luo Yang Li Joyce C. Ho Carl Yang Qi He RALM 177 11 0 28 Jan 2025
Wormhole Memory: A Rubik's Cube for Cross-Dialogue Retrieval Libo Wang 491 0 0 24 Jan 2025
A Survey of Graph Retrieval-Augmented Generation for Customized Large Language Models Qinggang Zhang Shengyuan Chen Yuanchen Bei Zheng Yuan Huachi Zhou Zijin Hong Junnan Dong Hao-Heng Chen Yi-Ju Chang Xiao Huang 3DV 177 20 0 21 Jan 2025
Parallel Key-Value Cache Fusion for Position Invariant RAG Philhoon Oh Jinwoo Shin James Thorne 3DV 509 0 0 13 Jan 2025
Enhancing Retrieval-Augmented Generation: A Study of Best Practices Siran Li Linus Stenzel Carsten Eickhoff Seyed Ali Bahrainian RALM 3DV 114 8 0 13 Jan 2025
Foundations of GenIR Qingyao Ai Jingtao Zhan Yang Liu 126 0 0 06 Jan 2025
Synergistic Multi-Agent Framework with Trajectory Learning for Knowledge-Intensive Tasks Shengbin Yue Siyuan Wang Wei Chen Xuanjing Huang Zhongyu Wei LLMAG 163 11 0 03 Jan 2025
Is ChatGPT Good at Search? Investigating Large Language Models as Re-Ranking Agents Weiwei Sun Lingyong Yan Xinyu Ma Shuaiqiang Wang Pengjie Ren Zhumin Chen Dawei Yin Zhaochun Ren RALM ALM ELM LRM LM&MA 236 314 0 31 Dec 2024
COBRA: COmBinatorial Retrieval Augmentation for Few-Shot Adaptation Arnav M. Das Gantavya Bhatt Lilly Kumari Sahil Verma J. Bilmes 94 0 0 23 Dec 2024
RetroLLM: Empowering Large Language Models to Retrieve Fine-grained Evidence within Generation Xiaochen Li Jiajie Jin Yujia Zhou Yongkang Wu Zhonghua Li Qi Ye Zhicheng Dou RALM LRM 182 8 0 16 Dec 2024
Adaptive Two-Phase Finetuning LLMs for Japanese Legal Text Retrieval Quang Hoang Trung Nguyen Van Hoang Phuc Le Trung Hoang Quang Huu Hieu Vo Nguyen Le Duy AILaw RALM 117 0 0 03 Dec 2024
Neural-Symbolic Reasoning over Knowledge Graphs: A Survey from a Query Perspective Lihui Liu Zihao Wang Hanghang Tong NAI 112 3 0 30 Nov 2024
Auto-RAG: Autonomous Retrieval-Augmented Generation for Large Language Models Tian Yu Shaolei Zhang Yang Feng RALM 3DV AIFin LRM 134 11 0 29 Nov 2024
AtomR: Atomic Operator-Empowered Large Language Models for Heterogeneous Knowledge Reasoning Amy Xin Jinxin Liu Zijun Yao Zhicheng Li S. Cao Lei Hou Juanzi Li LRM 189 2 0 25 Nov 2024
Towards Knowledge Checking in Retrieval-augmented Generation: A Representation Perspective Shenglai Zeng Jiankun Zhang Bingheng Li Yuping Lin Tianqi Zheng ... Hui Liu Hui Liu Yue Xing Monica Xiao Cheng Jiliang Tang RALM 131 5 0 21 Nov 2024
RAG-Thief: Scalable Extraction of Private Data from Retrieval-Augmented Generation Applications with Agent-based Attacks Changyue Jiang Xudong Pan Geng Hong Chenfu Bao Min Yang SILM 116 15 0 21 Nov 2024
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information Assistant Yujia Zhou Zheng Liu Zhicheng Dou AIFin LRM RALM 46 2 0 11 Nov 2024
Reducing Distraction in Long-Context Language Models by Focused Learning Zijun Wu Bingyuan Liu Ran Yan Lei Chen Thomas Delteil RALM 76 4 0 08 Nov 2024
Fine-Grained Guidance for Retrievers: Leveraging LLMs' Feedback in Retrieval-Augmented Generation Yuhang Liu Xueyu Hu Shengyu Zhang Jingyuan Chen Fan Wu Leilei Gan RALM 40 0 0 06 Nov 2024
CORAG: A Cost-Constrained Retrieval Optimization System for Retrieval-Augmented Generation Ziyi Wang Haitao Yuan Wei Dong Gao Cong Feifei Li 3DV 76 1 0 01 Nov 2024
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language Models Minki Kang Sung Ju Hwang Gibbeum Lee Jaewoong Cho KELM 95 0 0 01 Nov 2024
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented Generation Yun Jiang Zilong Xie Wei Zhang Yun Fang Shuai Pan RALM 474 0 0 01 Nov 2024
Vision Search Assistant: Empower Vision-Language Models as Multimodal Search Engines Zhixin Zhang Yiyuan Zhang Xiaohan Ding Xiangyu Yue 75 4 0 28 Oct 2024
FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact Retrieval Jinlin Wang Suyuchen Wang Ziwen Xia Sirui Hong Yun Zhu Bang Liu Chenglin Wu KELM ReLM HILM RALM LRM 60 1 0 28 Oct 2024
LoRANN: Low-Rank Matrix Factorization for Approximate Nearest Neighbor Search Elias Jääsaari Ville Hyvönen Teemu Roos 56 2 0 24 Oct 2024
Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement Learning Zongmeng Zhang Yufeng Shi Jinhua Zhu Wengang Zhou Xiang Qi Peng Zhang Haoyang Li RALM HILM 39 0 0 22 Oct 2024
Reducing Hallucinations in Vision-Language Models via Latent Space Steering Sheng Liu Haotian Ye Lei Xing James Zou VLM LLMSV 162 9 0 21 Oct 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 108 12 0 17 Oct 2024
Probing-RAG: Self-Probing to Guide Language Models in Selective Document Retrieval Ingeol Baek Hwan Chang Byeongjeong Kim Jimin Lee Hwanhee Lee RALM 151 5 0 17 Oct 2024
CoFE-RAG: A Comprehensive Full-chain Evaluation Framework for Retrieval-Augmented Generation with Enhanced Data Diversity Jintao Liu Ruixue Ding Linhao Zhang Pengjun Xie Fie Huang 54 5 0 16 Oct 2024
KcMF: A Knowledge-compliant Framework for Schema and Entity Matching with Fine-tuning-free LLMs Yongqin Xu Huan Li Ke Chen Lidan Shou 150 5 0 16 Oct 2024
Retrieval Augmented Spelling Correction for E-Commerce Applications Xuan Guo Rohit Patki Dante Everaert Christopher Potts 48 0 0 15 Oct 2024
DynamicER: Resolving Emerging Mentions to Dynamic Entities for RAG Jinyoung Kim Dayoon Ko Gunhee Kim 95 1 0 15 Oct 2024
RuleRAG: Rule-Guided Retrieval-Augmented Generation with Language Models for Question Answering Zhongwu Chen Chengjin Xu Dingmin Wang Zhen Huang Yong Dou Xuhui Jiang Jian Guo RALM 468 3 0 15 Oct 2024
Model Swarms: Collaborative Search to Adapt LLM Experts via Swarm Intelligence Shangbin Feng Zifeng Wang Yike Wang Sayna Ebrahimi Hamid Palangi ... Nathalie Rauschmayr Yejin Choi Yulia Tsvetkov Chen-Yu Lee Tomas Pfister MoMe 103 9 0 15 Oct 2024
HART: Efficient Visual Generation with Hybrid Autoregressive Transformer Haotian Tang Yecheng Wu Shang Yang Enze Xie Junsong Chen Junyu Chen Zhuoyang Zhang Han Cai Yaojie Lu Song Han 222 48 0 14 Oct 2024
FunnelRAG: A Coarse-to-Fine Progressive Retrieval Paradigm for RAG X. Zhao Yan Zhong Zetian Sun Xinshuo Hu Zhenyu Liu Dongfang Li Baotian Hu Min Zhang 254 8 0 14 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 205 39 0 14 Oct 2024
Toward General Instruction-Following Alignment for Retrieval-Augmented Generation Guanting Dong Xiaoshuai Song Yinlin Zhu Runqi Qiao Zhicheng Dou Ji-Rong Wen 3DV 148 4 0 12 Oct 2024
No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users Mengxuan Hu Hongyi Wu Zihan Guan Ronghang Zhu Dongliang Guo Daiqing Qi Sheng Li SILM 89 6 0 10 Oct 2024
MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal Models Wenbo Hu Jia-Chen Gu Zi-Yi Dou Mohsen Fayyaz Pan Lu Kai-Wei Chang Nanyun Peng VLM 148 8 0 10 Oct 2024
Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered Context Sangwon Yu Ik-hwan Kim Jongyoon Song Saehyung Lee Junsung Park Sungroh Yoon LRM 151 1 0 09 Oct 2024
Retrieving, Rethinking and Revising: The Chain-of-Verification Can Improve Retrieval Augmented Generation Bolei He Nuo Chen Xinran He Lingyong Yan Zhenkai Wei Jinchang Luo Zhen-Hua Ling RALM LRM 40 2 0 08 Oct 2024
Contrastive Learning to Improve Retrieval for Real-world Fact Checking Aniruddh Sriram Fangyuan Xu Eunsol Choi Greg Durrett 58 1 0 07 Oct 2024
Accelerating Inference of Networks in the Frequency Domain Chenqiu Zhao Guanfang Dong Anup Basu 120 20 0 06 Oct 2024
Misinformation with Legal Consequences (MisLC): A New Task Towards Harnessing Societal Harm of Misinformation Chu Fei Luo Radin Shayanfar R. Bhambhoria Samuel Dahan Xiaodan Zhu AILaw 60 0 0 04 Oct 2024
ALR $^2$ : A Retrieve-then-Reason Framework for Long-context Question Answering Huayang Li Pat Verga Priyanka Sen Bowen Yang Vijay Viswanathan Patrick Lewis Taro Watanabe Yixuan Su RALM LRM 95 8 0 04 Oct 2024
Unified Multi-Modal Interleaved Document Representation for Information Retrieval Jaewoo Lee Joonho Ko Jinheon Baek Soyeong Jeong Sung Ju Hwang 108 2 0 03 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 130 5 0 03 Oct 2024
How Much Can RAG Help the Reasoning of LLM? Jingyu Liu Jiaen Lin Yong Liu LRM 83 13 0 03 Oct 2024