Title
From RAG to RICHES: Retrieval Interlaced with Sequence Generation Palak Jain Livio Baldini Soares Tom Kwiatkowski VLM 84 6 0 29 Jun 2024
Seeing Is Believing: Black-Box Membership Inference Attacks Against Retrieval Augmented Generation Yongqian Li Gaoyang Liu Yang Yang Chen Wang AAML 69 5 0 27 Jun 2024
SeaKR: Self-aware Knowledge Retrieval for Adaptive Retrieval Augmented Generation Zijun Yao Weijian Qi Liangming Pan S. Cao Linmei Hu Weichuan Liu Lei Hou Juanzi Li RALM 73 6 0 27 Jun 2024
Learning Retrieval Augmentation for Personalized Dialogue Generation Qiushi Huang Shuai Fu Xubo Liu Wenwu Wang Tom Ko Yu Zhang Lilian H. Y. Tang RALM 116 18 0 27 Jun 2024
Lifelong Robot Library Learning: Bootstrapping Composable and Generalizable Skills for Embodied Control with Language Models Georgios Tziafas Hamidreza Kasaei KELM LM&Ro 98 9 0 26 Jun 2024
Learning to Correct for QA Reasoning with Black-box LLMs Jaehyung Kim Dongyoung Kim Yiming Yang LRM 116 4 0 26 Jun 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 107 13 0 26 Jun 2024
Evaluating Copyright Takedown Methods for Language Models Boyi Wei Weijia Shi Yangsibo Huang Noah A. Smith Chiyuan Zhang Luke Zettlemoyer Kai Li Peter Henderson 145 25 0 26 Jun 2024
Assessing "Implicit" Retrieval Robustness of Large Language Models Xiaoyu Shen Rexhina Blloshmi Dawei Zhu Jiahuan Pei Wei Zhang RALM KELM 144 2 0 26 Jun 2024
Leave No Document Behind: Benchmarking Long-Context LLMs with Extended Multi-Doc QA Minzheng Wang Longze Chen Cheng Fu Shengyi Liao Xinghua Zhang ... Run Luo Yunshui Li Min Yang Fei Huang Yongbin Li RALM 105 60 0 25 Jun 2024
Entropy-Based Decoding for Retrieval-Augmented Large Language Models Zexuan Qiu Zijing Ou Bin Wu Jingjing Li Aiwei Liu Irwin King KELM RALM 140 7 0 25 Jun 2024
Found in the Middle: Calibrating Positional Attention Bias Improves Long Context Utilization Cheng-Yu Hsieh Yung-Sung Chuang Chun-Liang Li Zifeng Wang Long T. Le ... James R. Glass Alexander Ratner Chen-Yu Lee Ranjay Krishna Tomas Pfister 135 41 0 23 Jun 2024
LOGIC-LM++: Multi-Step Refinement for Symbolic Formulations Shashank Kirtania Priyanshu Gupta Arjun Radhakirshna LRM 92 7 0 22 Jun 2024
Scaling Laws for Fact Memorization of Large Language Models Xingyu Lu Xiaonan Li Qinyuan Cheng Kai Ding Xuanjing Huang Xipeng Qiu 83 17 0 22 Jun 2024
Teaching LLMs to Abstain across Languages via Multilingual Feedback Shangbin Feng Weijia Shi Yike Wang Wenxuan Ding Orevaoghene Ahia Shuyue Stella Li Vidhisha Balachandran Sunayana Sitaram Yulia Tsvetkov 159 8 0 22 Jun 2024
LongRAG: Enhancing Retrieval-Augmented Generation with Long-context LLMs Ziyan Jiang Xueguang Ma Wenhu Chen RALM 135 59 0 21 Jun 2024
FlowBench: Revisiting and Benchmarking Workflow-Guided Planning for LLM-based Agents Ruixuan Xiao Wentao Ma Ke Wang Yuchuan Wu Junbo Zhao Haobo Wang Fei Huang Yongbin Li 67 17 0 21 Jun 2024
Learning to Retrieve Iteratively for In-Context Learning Yunmo Chen Tongfei Chen Harsh Jhamtani Patrick Xia Richard Shin Jason Eisner Benjamin Van Durme RALM 96 7 0 20 Jun 2024
Improving Expert Radiology Report Summarization by Prompting Large Language Models with a Layperson Summary Xingmeng Zhao Tongnian Wang Anthony Rios LM&MA 117 2 0 20 Jun 2024
Learning to Plan for Retrieval-Augmented Large Language Models from Knowledge Graphs Junjie Wang Yin Hua Binbin Hu Dan Yang Ziqi Liu ... Jinjie Gu Jun Zhou Jeff Z. Pan Wen Zhang Huajun Chen RALM 99 16 0 20 Jun 2024
FoRAG: Factuality-optimized Retrieval Augmented Generation for Web-enhanced Long-form Question Answering Tianchi Cai Zhiwen Tan Xierui Song Tao Sun Jiyan Jiang Yunqi Xu Yinger Zhang Jinjie Gu 80 7 0 19 Jun 2024
Synchronous Faithfulness Monitoring for Trustworthy Retrieval-Augmented Generation Di Wu Jia-Chen Gu Fan Yin Nanyun Peng Kai-Wei Chang HILM 77 1 0 19 Jun 2024
R^2AG: Incorporating Retrieval Information into Retrieval Augmented Generation Fuda Ye Shuangyin Li Yongqi Zhang Lei Chen 71 0 0 19 Jun 2024
QRMeM: Unleash the Length Limitation through Question then Reflection Memory Mechanism Bo Wang Heyan Huang Yixin Cao Jiahao Ying Wei Tang Chong Feng KELM 63 1 0 19 Jun 2024
InstructRAG: Instructing Retrieval-Augmented Generation via Self-Synthesized Rationales Zhepei Wei Wei-Lin Chen Yu Meng RALM 161 12 0 19 Jun 2024
Think-then-Act: A Dual-Angle Evaluated Retrieval-Augmented Generation Yige Shen Hao Jiang Hua Qu Jihong Zhao RALM LRM 82 1 0 18 Jun 2024
RichRAG: Crafting Rich Responses for Multi-faceted Queries in Retrieval-Augmented Generation Shuting Wang Xin Yu Mang Wang Weipeng Chen Yutao Zhu Zhicheng Dou RALM 105 9 0 18 Jun 2024
PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers Myeonghwa Lee Seonho An Min-Soo Kim 3DV RALM 81 22 0 18 Jun 2024
R-Eval: A Unified Toolkit for Evaluating Domain Knowledge of Retrieval Augmented Large Language Models Shangqing Tu Yuanchun Wang Jifan Yu Yuyang Xie Yaran Shi Xiaozhi Wang Jing Zhang Lei Hou Juanzi Li ELM 90 4 0 17 Jun 2024
TRACE the Evidence: Constructing Knowledge-Grounded Reasoning Chains for Retrieval-Augmented Generation Jinyuan Fang Zaiqiao Meng Craig Macdonald RALM LRM 82 8 0 17 Jun 2024
Iterative Utility Judgment Framework via LLMs Inspired by Relevance in Philosophy Hengran Zhang Keping Bi Jiafeng Guo Xueqi Cheng 101 1 0 17 Jun 2024
BABILong: Testing the Limits of LLMs with Long Context Reasoning-in-a-Haystack Yuri Kuratov Aydar Bulatov Petr Anokhin Ivan Rodkin Dmitry Sorokin Artyom Sorokin Andrey Kravchenko RALM ALM LRM ReLM ELM 102 82 0 14 Jun 2024
Retrieval Augmented Fact Verification by Synthesizing Contrastive Arguments Zhenrui Yue Huimin Zeng Lanyu Shang Yifan Liu Yang Zhang Dong Wang RALM 79 9 0 14 Jun 2024
Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models Yushi Hu Weijia Shi Xingyu Fu Dan Roth Mari Ostendorf Luke Zettlemoyer Noah A. Smith Ranjay Krishna LRM 112 71 0 13 Jun 2024
Supportiveness-based Knowledge Rewriting for Retrieval-augmented Language Modeling Zile Qiao Wei Ye Yong Jiang Tong Mo Pengjun Xie Weiping Li Fei Huang Shikun Zhang KELM 58 4 0 12 Jun 2024
DeTriever: Decoder-representation-based Retriever for Improving NL2SQL In-Context Learning Yuxi Feng Raymond Li Zhenan Fan Giuseppe Carenini Mohammadreza Pourreza Weiwei Zhang Yong Zhang 70 2 0 12 Jun 2024
Ad Auctions for LLMs via Retrieval Augmented Generation Mohammadtaghi Hajiaghayi Sébastien Lahaie Keivan Rezaei Suho Shin 134 8 0 12 Jun 2024
The Impact of Quantization on Retrieval-Augmented Generation: An Analysis of Small LLMs Mert Yazan Suzan Verberne F. Situmeang MQ 57 3 0 10 Jun 2024
RE-RAG: Improving Open-Domain QA Performance and Interpretability with Relevance Estimator in Retrieval-Augmented Generation Kiseung Kim Jay-Yoon Lee RALM 81 7 0 09 Jun 2024
GrowOVER: How Can LLMs Adapt to Growing Real-World Knowledge? Dayoon Ko Jinyoung Kim Hahyeon Choi Gunhee Kim CLL RALM KELM 74 6 0 09 Jun 2024
PaCE: Parsimonious Concept Engineering for Large Language Models Jinqi Luo Tianjiao Ding Kwan Ho Ryan Chan D. Thaker Aditya Chattopadhyay Chris Callison-Burch René Vidal CVBM 98 12 0 06 Jun 2024
VISTA: Visualized Text Embedding For Universal Multi-Modal Retrieval Yueze Wang Zheng Liu Shitao Xiao Bo Zhao Yongping Xiong 114 29 0 06 Jun 2024
Buffer of Thoughts: Thought-Augmented Reasoning with Large Language Models Ling Yang Zhaochen Yu Tianjun Zhang Shiyi Cao Minkai Xu Wentao Zhang Joseph E. Gonzalez Bin Cui LLMAG LM&Ro LRM KELM 127 45 0 06 Jun 2024
Chain of Agents: Large Language Models Collaborating on Long-Context Tasks Yusen Zhang Ruoxi Sun Yanfei Chen Tomas Pfister Rui Zhang Sercan O. Arik RALM AI4CE LLMAG 133 57 0 04 Jun 2024
An Information Bottleneck Perspective for Effective Noise Filtering on Retrieval-Augmented Generation Kun Zhu Xiaocheng Feng Xiyuan Du Yuxuan Gu Weijiang Yu Haotian Wang Qianglong Chen Zheng Chu Jingchang Chen Bing Qin 77 5 0 03 Jun 2024
TAIA: Large Language Models are Out-of-Distribution Data Learners Shuyang Jiang Yusheng Liao Ya Zhang Yu Wang Yanfeng Wang 75 5 0 30 May 2024
Similarity is Not All You Need: Endowing Retrieval Augmented Generation with Multi Layered Thoughts Chunjing Gan Dan Yang Binbin Hu Hanxiao Zhang Siyuan Li ... Lin Ju Qing Cui Jinjie Gu Lei Liang Jun Zhou 106 9 0 30 May 2024
Dataflow-Guided Retrieval Augmentation for Repository-Level Code Completion Wei Cheng Yuhan Wu Wei Hu 74 12 0 30 May 2024
One Token Can Help! Learning Scalable and Pluggable Virtual Tokens for Retrieval-Augmented Large Language Models Yutao Zhu Zhaoheng Huang Zhicheng Dou Ji-Rong Wen RALM 96 6 0 30 May 2024
Source Code Foundation Models are Transferable Binary Analysis Knowledge Bases Zian Su Xiangzhe Xu Ziyang Huang Kaiyuan Zhang Xiangyu Zhang 86 8 0 30 May 2024