Title
FIT-RAG: Black-Box RAG with Factual Information and Token Reduction Yuren Mao Xuemei Dong Wenyi Xu Yunjun Gao Bin Wei Ying Zhang 62 10 0 21 Mar 2024
MMIDR: Teaching Large Language Model to Interpret Multimodal Misinformation via Knowledge Distillation Longzheng Wang Xiaohan Xu Lei Zhang Jiarui Lu Yongxiu Xu Hongbo Xu Xuancheng Huang Chuang Zhang 110 5 0 21 Mar 2024
A Roadmap Towards Automated and Regulated Robotic Systems Yihao Liu Mehran Armand 90 2 0 21 Mar 2024
Embedded Named Entity Recognition using Probing Classifiers Nicholas Popovic Michael Färber 85 1 0 18 Mar 2024
StateFlow: Enhancing LLM Task-Solving through State-Driven Workflows Yiran Wu Tianwei Yue Shaokun Zhang Chi Wang Qingyun Wu 91 25 0 17 Mar 2024
RAFT: Adapting Language Model to Domain Specific RAG Tianjun Zhang Shishir G. Patil Naman Jain Sheng Shen Matei A. Zaharia Ion Stoica Joseph E. Gonzalez RALM 105 212 0 15 Mar 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 93 21 0 15 Mar 2024
Repoformer: Selective Retrieval for Repository-Level Code Completion Di Wu W. Ahmad Dejiao Zhang M. K. Ramanathan Xiaofei Ma 67 27 0 15 Mar 2024
Meta-Cognitive Analysis: Evaluating Declarative and Procedural Knowledge in Datasets and Large Language Models Zhuoqun Li Hongyu Lin Yaojie Lu Hao Xiang Xianpei Han Le Sun 53 1 0 14 Mar 2024
Semiparametric Token-Sequence Co-Supervision Hyunji Lee Doyoung Kim Jihoon Jun Se June Joo Joel Jang Kyoung-Woon On Minjoon Seo 114 1 0 14 Mar 2024
Re-Search for The Truth: Multi-round Retrieval-augmented Large Language Models are Strong Fake News Detectors Guanghua Li Wensheng Lu Wei Zhang Defu Lian Kezhong Lu Rui Mao Kai Shu Hao Liao HILM 72 5 0 14 Mar 2024
Knowledge Conflicts for LLMs: A Survey Rongwu Xu Zehan Qi Zhijiang Guo Cunxiang Wang Hongru Wang Yue Zhang Wei Xu 299 122 0 13 Mar 2024
Beyond Memorization: The Challenge of Random Memory Access in Language Models Tongyao Zhu Qian Liu Liang Pang Zhengbao Jiang Min-Yen Kan Min Lin KELM 91 6 0 12 Mar 2024
RA-ISF: Learning to Answer and Understand from Retrieval Augmentation via Iterative Self-Feedback Yanming Liu Xinyue Peng Xuhong Zhang Weihao Liu Jianwei Yin Jiannan Cao Tianyu Du RALM 71 45 0 11 Mar 2024
Unsupervised Real-Time Hallucination Detection based on the Internal States of Large Language Models Weihang Su Changyue Wang Qingyao Ai Hu Yiran Zhijing Wu Yujia Zhou Yiqun Liu HILM 129 32 0 11 Mar 2024
Negating Negatives: Alignment without Human Positive Samples via Distributional Dispreference Optimization Shitong Duan Xiaoyuan Yi Peng Zhang Tun Lu Xing Xie Ning Gu 71 7 0 06 Mar 2024
Reliable, Adaptable, and Attributable Language Models with Retrieval Akari Asai Zexuan Zhong Danqi Chen Pang Wei Koh Luke Zettlemoyer Hanna Hajishirzi Wen-tau Yih KELM RALM 116 62 0 05 Mar 2024
LocalRQA: From Generating Data to Locally Training, Testing, and Deploying Retrieval-Augmented QA Systems Xiao Yu Yunan Lu Zhou Yu RALM 73 7 0 01 Mar 2024
Retrieval-Augmented Generation for AI-Generated Content: A Survey Penghao Zhao Hailin Zhang Qinhan Yu Zhengren Wang Yunteng Geng Fangcheng Fu Ling Yang Wentao Zhang Jie Jiang Tengjiao Wang 3DV 290 286 0 29 Feb 2024
Cutting Off the Head Ends the Conflict: A Mechanism for Interpreting and Mitigating Knowledge Conflicts in Language Models Zhuoran Jin Pengfei Cao Hongbang Yuan Yubo Chen Jiexin Xu Huaijun Li Xiaojian Jiang Kang Liu Jun Zhao 257 48 0 28 Feb 2024
Unsupervised Information Refinement Training of Large Language Models for Retrieval-Augmented Generation Shicheng Xu Liang Pang Mo Yu Fandong Meng Huawei Shen Xueqi Cheng Jie Zhou RALM 77 15 0 28 Feb 2024
JMLR: Joint Medical LLM and Retrieval Training for Enhancing Reasoning and Professional Question Answering Capability Junda Wang Zhichao Yang Zonghai Yao Hong-ye Yu BDL AI4MH LRM 103 35 0 27 Feb 2024
Follow My Instruction and Spill the Beans: Scalable Data Extraction from Retrieval-Augmented Generation Systems Zhenting Qi Hanlin Zhang Eric Xing Sham Kakade Hima Lakkaraju SILM 123 24 0 27 Feb 2024
Evaluating Very Long-Term Conversational Memory of LLM Agents A. Maharana Dong-Ho Lee Sergey Tulyakov Mohit Bansal Francesco Barbieri Yuwei Fang LLMAG 86 81 0 27 Feb 2024
DS-Agent: Automated Data Science by Empowering Large Language Models with Case-Based Reasoning Siyuan Guo Cheng Deng Ying Wen Hechang Chen Yi-Ju Chang Jun Wang ELM LM&Ro LLMAG AI4CE 108 38 0 27 Feb 2024
Long-Context Language Modeling with Parallel Context Encoding Howard Yen Tianyu Gao Danqi Chen 92 50 0 26 Feb 2024
Chain-of-Discussion: A Multi-Model Framework for Complex Evidence-Based Question Answering Mingxu Tao Dongyan Zhao Yansong Feng LLMAG 54 3 0 26 Feb 2024
PerLTQA: A Personal Long-Term Memory Dataset for Memory Classification, Retrieval, and Synthesis in Question Answering Yiming Du Hongru Wang Zhengyi Zhao Bin Liang Baojun Wang Wanjun Zhong Zezhong Wang Kam-Fai Wong RALM 97 7 0 26 Feb 2024
RAM-EHR: Retrieval Augmentation Meets Clinical Predictions on Electronic Health Records Ran Xu Wenqi Shi Yue Yu Yuchen Zhuang Bowen Jin M. D. Wang Joyce C. Ho Carl Yang 105 10 0 25 Feb 2024
Say More with Less: Understanding Prompt Learning Behaviors through Gist Compression Xinze Li Zhenghao Liu Chenyan Xiong Shi Yu Yukun Yan Shuo Wang Ge Yu VLM 74 4 0 25 Feb 2024
Self-Retrieval: Building an Information Retrieval System with One Large Language Model Qiaoyu Tang Jiawei Chen Bowen Yu Yaojie Lu Cheng Fu ... Fei Huang Xianpei Han Xianpei Han Le Sun Yongbin Li KELM 90 1 0 23 Feb 2024
The Good and The Bad: Exploring Privacy Issues in Retrieval-Augmented Generation (RAG) Shenglai Zeng Jiankun Zhang Pengfei He Yue Xing Yiding Liu ... Jie Ren Shuaiqiang Wang Dawei Yin Yi Chang Jiliang Tang SILM 106 84 0 23 Feb 2024
Tug-of-War Between Knowledge: Exploring and Resolving Knowledge Conflicts in Retrieval-Augmented Language Models Zhuoran Jin Pengfei Cao Yubo Chen Kang Liu Xiaojian Jiang Jiexin Xu Qiuxia Li Jun Zhao 271 61 0 22 Feb 2024
MORE: Multi-mOdal REtrieval Augmented Generative Commonsense Reasoning Wanqing Cui Keping Bi Jiafeng Guo Xueqi Cheng SyDa ReLM RALM LRM 102 9 0 21 Feb 2024
ActiveRAG: Revealing the Treasures of Knowledge via Active Learning Zhipeng Xu Zhenghao Liu Yibin Liu Chenyan Xiong Yukun Yan Shuo Wang Shi Yu Zhiyuan Liu Ge Yu VLM 69 6 0 21 Feb 2024
ARL2: Aligning Retrievers for Black-box Large Language Models via Self-guided Adaptive Relevance Labeling Lingxi Zhang Yue Yu Kuan-Chieh Wang Chao Zhang VLM RALM 62 5 0 21 Feb 2024
Instruction-tuned Language Models are Better Knowledge Learners Zhengbao Jiang Zhiqing Sun Weijia Shi Pedro Rodriguez Chunting Zhou Graham Neubig Xi Lin Wen-tau Yih Srinivasan Iyer KELM 92 41 0 20 Feb 2024
Mafin: Enhancing Black-Box Embeddings with Model Augmented Fine-Tuning Mingtian Zhang Shawn Lan Peter Hayes David Barber 110 3 0 19 Feb 2024
BIDER: Bridging Knowledge Inconsistency for Efficient Retrieval-Augmented LLMs via Key Supporting Evidence Jiajie Jin Yutao Zhu Yujia Zhou Zhicheng Dou RALM 104 23 0 19 Feb 2024
Small Models, Big Insights: Leveraging Slim Proxy Models To Decide When and What to Retrieve for LLMs Jiejun Tan Zhicheng Dou Yutao Zhu Peidong Guo Kun Fang Ji-Rong Wen 126 30 0 19 Feb 2024
Discerning and Resolving Knowledge Conflicts through Adaptive Decoding with Contextual Information-Entropy Constraint Xiaowei Yuan Zhao Yang Yequan Wang Shengping Liu Jun Zhao Kang Liu 63 14 0 19 Feb 2024
Unveiling the Magic: Investigating Attention Distillation in Retrieval-augmented Generation Zizhong Li Haopeng Zhang Jiawei Zhang RALM 94 1 0 19 Feb 2024
What Evidence Do Language Models Find Convincing? Alexander Wan Eric Wallace Dan Klein 291 38 0 19 Feb 2024
Metacognitive Retrieval-Augmented Large Language Models Yujia Zhou Zheng Liu Jiajie Jin Jian-yun Nie Zhicheng Dou RALM KELM AIFin LRM 55 21 0 18 Feb 2024
When Do LLMs Need Retrieval Augmentation? Mitigating LLMs' Overconfidence Helps Retrieval Augmentation Shiyu Ni Keping Bi Jiafeng Guo Xueqi Cheng RALM 71 36 0 18 Feb 2024
BlendFilter: Advancing Retrieval-Augmented Large Language Models via Query Generation Blending and Knowledge Filtering Haoyu Wang Ruirui Li Haoming Jiang Jinjin Tian Zhengyang Wang Chen Luo Xianfeng Tang Monica Cheng Tuo Zhao Jing Gao RALM KELM 88 21 0 16 Feb 2024
In Search of Needles in a 11M Haystack: Recurrent Memory Finds What LLMs Miss Yuri Kuratov Aydar Bulatov Petr Anokhin Dmitry Sorokin Artyom Sorokin Andrey Kravchenko RALM 182 35 0 16 Feb 2024
DELL: Generating Reactions and Explanations for LLM-Based Misinformation Detection Herun Wan Shangbin Feng Zhaoxuan Tan Heng Wang Yulia Tsvetkov Minnan Luo 137 34 0 16 Feb 2024
An Enhanced Prompt-Based LLM Reasoning Scheme via Knowledge Graph-Integrated Collaboration Yihao Li Ru Zhang Jianyi Liu LRM 113 16 0 07 Feb 2024
Don't Hallucinate, Abstain: Identifying LLM Knowledge Gaps via Multi-LLM Collaboration Shangbin Feng Weijia Shi Yike Wang Wenxuan Ding Vidhisha Balachandran Yulia Tsvetkov 127 103 0 01 Feb 2024