Title
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 268 23 0 21 Nov 2024
AssistRAG: Boosting the Potential of Large Language Models with an Intelligent Information AssistantNeural Information Processing Systems (NeurIPS), 2024 Yujia Zhou Zheng Liu Zhicheng Dou AIFin LRM RALM 110 5 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 141 9 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 83 2 0 06 Nov 2024
CORAG: A Cost-Constrained Retrieval Optimization System for Retrieval-Augmented Generation Liang Luo Haitao Yuan Wei Dong Gao Cong Feifei Li 3DV 162 5 0 01 Nov 2024
Latent Paraphrasing: Perturbation on Layers Improves Knowledge Injection in Language ModelsNeural Information Processing Systems (NeurIPS), 2024 Minki Kang Sung Ju Hwang Gibbeum Lee Jaewoong Cho KELM 252 0 0 01 Nov 2024
E2E-AFG: An End-to-End Model with Adaptive Filtering for Retrieval-Augmented GenerationPacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), 2024 Yun Jiang Zilong Xie Wei Zhang Yun Fang Shuai Pan RALM 894 0 0 01 Nov 2024
Vision Search Assistant: Empower Vision-Language Models as Multimodal Search Engines Zhixin Zhang Yiyuan Zhang Xiaohan Ding Xiangyu Yue 199 12 0 28 Oct 2024
FACT: Examining the Effectiveness of Iterative Context Rewriting for Multi-fact RetrievalNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Jinlin Wang Suyuchen Wang Ziwen Xia Sirui Hong Yun Zhu Bang Liu Chenglin Wu KELM ReLM HILM RALM LRM 152 1 0 28 Oct 2024
LoRANN: Low-Rank Matrix Factorization for Approximate Nearest Neighbor SearchNeural Information Processing Systems (NeurIPS), 2024 Elias Jääsaari Ville Hyvönen Teemu Roos 200 4 0 24 Oct 2024
Trustworthy Alignment of Retrieval-Augmented Large Language Models via Reinforcement LearningInternational Conference on Machine Learning (ICML), 2024 Zongmeng Zhang Yufeng Shi Jinhua Zhu Wengang Zhou Xiang Qi Peng Zhang Haoyang Li RALM HILM 152 2 0 22 Oct 2024
Reducing Hallucinations in Vision-Language Models via Latent Space Steering Sheng Liu Haotian Ye Lei Xing James Zou VLM LLMSV 313 34 0 21 Oct 2024
Probing-RAG: Self-Probing to Guide Language Models in Selective Document RetrievalNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Ingeol Baek Hwan Chang Byeongjeong Kim Jimin Lee Hwanhee Lee RALM 363 14 0 17 Oct 2024
RAG-DDR: Optimizing Retrieval-Augmented Generation Using Differentiable Data RewardsInternational Conference on Learning Representations (ICLR), 2024 Xinze Li Sen Mei Zhenghao Liu Shi Yu Kaiyan Zhang ... Haotian Chen Ge Yu Zhiyuan Liu Maosong Sun Chenyan Xiong 363 27 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 175 10 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 323 7 0 16 Oct 2024
Retrieval Augmented Spelling Correction for E-Commerce ApplicationsConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Xuan Guo Rohit Patki Dante Everaert Christopher Potts 67 0 0 15 Oct 2024
DynamicER: Resolving Emerging Mentions to Dynamic Entities for RAGConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Jinyoung Kim Dayoon Ko Gunhee Kim 221 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 Zifeng Wang Tomas Pfister MoMe 286 16 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 958 5 0 15 Oct 2024
HART: Efficient Visual Generation with Hybrid Autoregressive TransformerInternational Conference on Learning Representations (ICLR), 2024 Haotian Tang Yecheng Wu Shang Yang Enze Xie Junsong Chen Junyu Chen Zhuoyang Zhang Han Cai Yaojie Lu Song Han 383 80 0 14 Oct 2024
VisRAG: Vision-based Retrieval-augmented Generation on Multi-modality DocumentsInternational Conference on Learning Representations (ICLR), 2024 S. Yu C. Tang Bokai Xu Junbo Cui Junhao Ran ... Zhenghao Liu Kaiyan Zhang Xu Han Zhiyuan Liu Maosong Sun VLM 412 107 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 447 16 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 257 8 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 265 11 0 10 Oct 2024
MRAG-Bench: Vision-Centric Evaluation for Retrieval-Augmented Multimodal ModelsInternational Conference on Learning Representations (ICLR), 2024 Wenbo Hu Jia-Chen Gu Zi-Yi Dou Mohsen Fayyaz Pan Lu Kai-Wei Chang Nanyun Peng VLM 292 26 0 10 Oct 2024
Unleashing Multi-Hop Reasoning Potential in Large Language Models through Repetition of Misordered ContextNorth American Chapter of the Association for Computational Linguistics (NAACL), 2024 Sangwon Yu Ik-hwan Kim Jongyoon Song Saehyung Lee Junsung Park Sungroh Yoon LRM 303 3 0 09 Oct 2024
Retrieving, Rethinking and Revising: The Chain-of-Verification Can Improve Retrieval Augmented GenerationConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Bolei He Nuo Chen Xinran He Lingyong Yan Zhenkai Wei Jinchang Luo Zhen-Hua Ling RALM LRM 123 14 0 08 Oct 2024
Contrastive Learning to Improve Retrieval for Real-world Fact Checking Aniruddh Sriram Fangyuan Xu Eunsol Choi Greg Durrett 184 4 0 07 Oct 2024
Accelerating Inference of Networks in the Frequency DomainACM Multimedia Asia (MMAsia), 2024 Chenqiu Zhao Guanfang Dong Anup Basu 292 48 0 06 Oct 2024
Misinformation with Legal Consequences (MisLC): A New Task Towards Harnessing Societal Harm of MisinformationConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Chu Fei Luo Radin Shayanfar R. Bhambhoria Samuel Dahan Xiaodan Zhu AILaw 193 2 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 181 19 0 04 Oct 2024
Unified Multi-Modal Interleaved Document Representation for Information Retrieval Jaewoo Lee Joonho Ko Jinheon Baek Soyeong Jeong Sung Ju Hwang 200 0 0 03 Oct 2024
Reward-RAG: Enhancing RAG with Reward Driven Supervision Thang Nguyen Peter Chin Yu-Wing Tai RALM 286 6 0 03 Oct 2024
How Much Can RAG Help the Reasoning of LLM? Jingyu Liu Jiaen Lin Yong Liu LRM 208 25 0 03 Oct 2024
Can We Further Elicit Reasoning in LLMs? Critic-Guided Planning with Retrieval-Augmentation for Solving Challenging TasksAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Xingxuan Li Weiwen Xu Ruochen Zhao Fangkai Jiao Shafiq Joty Lidong Bing LRM 222 24 0 02 Oct 2024
Enhancing Retrieval in QA Systems with Derived Feature Association Keyush Shah Abhishek Goyal Isaac Wasserman RALM 65 0 0 02 Oct 2024
BSharedRAG: Backbone Shared Retrieval-Augmented Generation for the E-commerce DomainConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Kaisi Guan Qian Cao Yuchong Sun Xiting Wang Ruihua Song 179 3 0 30 Sep 2024
Does RAG Introduce Unfairness in LLMs? Evaluating Fairness in Retrieval-Augmented Generation SystemsInternational Conference on Computational Linguistics (COLING), 2024 Xuyang Wu Shuowei Li Hsin-Tai Wu Zhiqiang Tao Yi Fang 470 23 0 29 Sep 2024
Controlling Risk of Retrieval-augmented Generation: A Counterfactual Prompting FrameworkConference on Empirical Methods in Natural Language Processing (EMNLP), 2024 Lu Chen Ruqing Zhang Jiafeng Guo Yixing Fan Xueqi Cheng 114 8 0 24 Sep 2024
SMART-RAG: Selection using Determinantal Matrices for Augmented Retrieval Jiatao Li Xinyu Hu Xiaojun Wan 202 2 0 21 Sep 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 949 8 0 20 Sep 2024
RAG-Modulo: Solving Sequential Tasks using Experience, Critics, and Language Models Abhinav Jain Chris Jermaine Vaibhav Unhelkar KELM LLMAG 186 2 0 18 Sep 2024
Knowledge Adaptation Network for Few-Shot Class-Incremental Learning Ye Wang Yaxiong Wang Guoshuai Zhao Xueming Qian CLL 200 2 0 18 Sep 2024
Model Tells Itself Where to Attend: Faithfulness Meets Automatic Attention Steering Qingru Zhang Xiaodong Yu Chandan Singh Xiaodong Liu Liyuan Liu Jianfeng Gao Tuo Zhao Dan Roth Hao Cheng RALM 169 11 0 16 Sep 2024
Trustworthiness in Retrieval-Augmented Generation Systems: A Survey Yujia Zhou Yan Liu Xiaoxi Li Jiajie Jin Hongjin Qian Zheng Liu Chaozhuo Li Zhicheng Dou Tsung-Yi Ho Philip S. Yu 3DV RALM 255 75 0 16 Sep 2024
SFR-RAG: Towards Contextually Faithful LLMs Xuan-Phi Nguyen Shrey Pandit Senthil Purushwalkam Austin Xu Hailin Chen Yifei Ming Zixuan Ke Silvio Savarese Caiming Xong Shafiq Joty RALM 170 16 0 16 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 695 54 0 10 Sep 2024
Towards Building a Robust Knowledge Intensive Question Answering Model with Large Language ModelsNatural Language Processing and Chinese Computing (NLPCC), 2024 Xingyun Hong Yan Shao Zhilin Wang Manni Duan Jin Xiongnan 217 0 0 09 Sep 2024
MessIRve: A Large-Scale Spanish Information Retrieval Dataset Francisco Valentini Viviana Cotik D. Furman Ivan Bercovich Edgar Altszyler Juan Manuel Pérez 187 2 0 09 Sep 2024