Title
LUNA: A Model-Based Universal Analysis Framework for Large Language Models Da Song Xuan Xie Jiayang Song Derui Zhu Yuheng Huang Felix Juefei Xu Lei Ma ALM 106 6 0 22 Oct 2023
Knowledge-Augmented Language Model Verification Jinheon Baek Soyeong Jeong Minki Kang Jong C. Park Sung Ju Hwang RALM 85 14 0 19 Oct 2023
Reliable Academic Conference Question Answering: A Study Based on Large Language Model Zhiwei Huang Long Jin Junjie Wang Mingchen Tu Yin Hua Zhiqiang Liu Jiawei Meng Hua-zeng Chen Wen Zhang 66 0 0 19 Oct 2023
ReEval: Automatic Hallucination Evaluation for Retrieval-Augmented Large Language Models via Transferable Adversarial Attacks Xiaodong Yu Hao Cheng Xiaodong Liu Dan Roth Jianfeng Gao HILM AAML 86 19 0 19 Oct 2023
In-context Pretraining: Language Modeling Beyond Document Boundaries Weijia Shi Sewon Min Maria Lomeli Chunting Zhou Margaret Li ... Victoria Lin Noah A. Smith Luke Zettlemoyer Scott Yih Mike Lewis LRM RALM SyDa 135 56 0 16 Oct 2023
RegaVAE: A Retrieval-Augmented Gaussian Mixture Variational Auto-Encoder for Language Modeling Jingcheng Deng Liang Pang Huawei Shen Xueqi Cheng RALM 103 12 0 16 Oct 2023
KGQuiz: Evaluating the Generalization of Encoded Knowledge in Large Language Models Yuyang Bai Shangbin Feng Vidhisha Balachandran Zhaoxuan Tan Shiqi Lou Tianxing He Yulia Tsvetkov ELM 95 3 0 15 Oct 2023
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination Detection Sehyun Choi Tianqing Fang Zhaowei Wang Yangqiu Song 83 39 0 13 Oct 2023
Retrieval-Generation Alignment for End-to-End Task-Oriented Dialogue System Weizhou Shen Yingqi Gao Canbin Huang Fanqi Wan Xiaojun Quan Wei Bi RALM 75 10 0 13 Oct 2023
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining Wei Ping Ming-Yu Liu Lawrence C. McAfee Peng Xu Bo Li Mohammad Shoeybi Bryan Catanzaro RALM 116 54 0 11 Oct 2023
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Jindong Wang Xing Xie Zheng Zhang Yue Zhang HILM KELM 170 201 0 11 Oct 2023
How Do Large Language Models Capture the Ever-changing World Knowledge? A Review of Recent Advances Zihan Zhang Meng Fang Lingxi Chen Mohammad-Reza Namazi-Rad Jun Wang KELM 96 24 0 11 Oct 2023
Retrieval-Generation Synergy Augmented Large Language Models Zhangyin Feng Xiaocheng Feng Dezhi Zhao Maojin Yang Bing Qin LRM RALM 51 31 0 08 Oct 2023
Self-Knowledge Guided Retrieval Augmentation for Large Language Models Yile Wang Peng Li Maosong Sun Yang Liu RALM KELM 88 50 0 08 Oct 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation Fangyuan Xu Weijia Shi Eunsol Choi RALM 108 165 0 06 Oct 2023
Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language Models Junchi Yu Ran He Rex Ying LRM 134 31 0 06 Oct 2023
Retrieval meets Long Context Large Language Models Peng Xu Ming-Yu Liu Xianchao Wu Lawrence C. McAfee Chen Zhu Zihan Liu Sandeep Subramanian Evelina Bakhturina Mohammad Shoeybi Bryan Catanzaro RALM LRM 93 86 0 04 Oct 2023
HallE-Control: Controlling Object Hallucination in Large Multimodal Models Bohan Zhai Shijia Yang Chenfeng Xu Sheng Shen Kurt Keutzer Chunyuan Li Manling Li MLLM 105 14 0 03 Oct 2023
Large Language Models as Analogical Reasoners Michihiro Yasunaga Xinyun Chen Yujia Li Panupong Pasupat J. Leskovec Percy Liang Ed H. Chi Denny Zhou ReLM LRM 108 86 0 03 Oct 2023
RA-DIT: Retrieval-Augmented Dual Instruction Tuning Xi Lin Xilun Chen Mingda Chen Weijia Shi Maria Lomeli ... Jacob Kahn Gergely Szilvasy Mike Lewis Luke Zettlemoyer Scott Yih RALM 155 157 0 02 Oct 2023
BTR: Binary Token Representations for Efficient Retrieval Augmented Language Models Qingqing Cao Sewon Min Yizhong Wang Hannaneh Hajishirzi MQ RALM 81 4 0 02 Oct 2023
Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language Models Wenxuan Ding Shangbin Feng Yuhan Liu Zhaoxuan Tan Vidhisha Balachandran Tianxing He Yulia Tsvetkov LRM 75 6 0 02 Oct 2023
Resolving Knowledge Conflicts in Large Language Models Yike Wang Shangbin Feng Heng Wang Weijia Shi Vidhisha Balachandran Tianxing He Yulia Tsvetkov 108 20 0 02 Oct 2023
Adapting LLM Agents with Universal Feedback in Communication Kuan-Chieh Wang Yadong Lu Michael Santacroce Yeyun Gong Chao Zhang Yelong Shen LLMAG 84 9 0 01 Oct 2023
Attention Sorting Combats Recency Bias In Long Context Language Models A. Peysakhovich Adam Lerer LRM RALM 121 52 0 28 Sep 2023
Ragas: Automated Evaluation of Retrieval Augmented Generation ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 145 201 0 26 Sep 2023
Aligning Large Multimodal Models with Factually Augmented RLHF Zhiqing Sun Sheng Shen Shengcao Cao Haotian Liu Chunyuan Li ... Liangyan Gui Yu-Xiong Wang Yiming Yang Kurt Keutzer Trevor Darrell VLM 137 396 0 25 Sep 2023
Furthest Reasoning with Plan Assessment: Stable Reasoning Path with Retrieval-Augmented Large Language Models Sichen Liu Zhiling Luo Gong Cheng LRM 56 1 0 22 Sep 2023
In-Context Learning for Text Classification with Many Labels Aristides Milios Siva Reddy Dzmitry Bahdanau 79 37 0 19 Sep 2023
"Merge Conflicts!" Exploring the Impacts of External Distractors to Parametric Knowledge Graphs Cheng Qian Xinran Zhao Sherry Tongshuang Wu KELM 69 9 0 15 Sep 2023
Cognitive Mirage: A Review of Hallucinations in Large Language Models Hongbin Ye Tong Liu Aijia Zhang Wei Hua Weiqiang Jia HILM 120 81 0 13 Sep 2023
PACE-LM: Prompting and Augmentation for Calibrated Confidence Estimation with GPT-4 in Cloud Incident Root Cause Analysis Dylan Zhang Xuchao Zhang Chetan Bansal P. Las-Casas Rodrigo Fonseca Saravan Rajmohan 76 2 0 11 Sep 2023
Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question Answering Yubo Wang Xueguang Ma Wenhu Chen LM&MA AI4MH 147 11 0 05 Sep 2023
Benchmarking Large Language Models in Retrieval-Augmented Generation Jiawei Chen Hongyu Lin Xianpei Han Le Sun 3DV RALM 119 312 0 04 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language Models Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang Anh Tuan Luu Wei Bi Freda Shi Shuming Shi RALM LRM HILM 156 582 0 03 Sep 2023
Ladder-of-Thought: Using Knowledge as Steps to Elevate Stance Detection Kairui Hu Ming Yan Qiufeng Wang Ivor W. Tsang Wen-Haw Chong Yong Keong Yap LRM 80 4 0 31 Aug 2023
Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact Xin Luna Dong 71 23 0 27 Aug 2023
A Survey on Large Language Model based Autonomous Agents Lei Wang Chengbang Ma Xueyang Feng Zeyu Zhang Hao-ran Yang ... Xu Chen Yankai Lin Wayne Xin Zhao Zhewei Wei Ji-Rong Wen LLMAG AI4CE LM&Ro 162 1,330 0 22 Aug 2023
RaLLe: A Framework for Developing and Evaluating Retrieval-Augmented Large Language Models Yasuto Hoshi Daisuke Miyashita Youyang Ng Kento Tatsuno Yasuhiro Morioka Osamu Torii J. Deguchi LRM 76 14 0 21 Aug 2023
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs? Kai Sun Yongjun Xu Hanwen Zha Yue Liu Xinhsuai Dong AI4MH 137 148 0 20 Aug 2023
RAVEN: In-Context Learning with Retrieval-Augmented Encoder-Decoder Language Models Jie Huang Ming-Yu Liu Peng Xu Mohammad Shoeybi Kevin Chen-Chuan Chang Bryan Catanzaro RALM 113 35 0 15 Aug 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 176 316 0 14 Aug 2023
WeaverBird: Empowering Financial Decision-Making with Large Language Model, Knowledge Base, and Search Engine Siqiao Xue Fan Zhou Y. Xu Ming Jin Qingsong Wen ... Jun Zhou Shuo Xie D. Xiu James Y. Zhang Hongyuan Mei RALM AIFin 84 15 0 10 Aug 2023
SILO Language Models: Isolating Legal Risk In a Nonparametric Datastore Sewon Min Suchin Gururangan Eric Wallace Hannaneh Hajishirzi Noah A. Smith Luke Zettlemoyer AILaw 105 67 0 08 Aug 2023
Towards General Text Embeddings with Multi-stage Contrastive Learning Zehan Li Xin Zhang Yanzhao Zhang Dingkun Long Pengjun Xie Meishan Zhang 158 419 0 07 Aug 2023
LARCH: Large Language Model-based Automatic Readme Creation with Heuristics Yuta Koreeda Terufumi Morishita Osamu Imaichi Yasuhiro Sogawa VLM 54 3 0 06 Aug 2023
Evaluating Correctness and Faithfulness of Instruction-Following Models for Question Answering Vaibhav Adlakha Parishad BehnamGhader Xing Han Lù Nicholas Meade Siva Reddy 107 128 0 31 Jul 2023
L-Eval: Instituting Standardized Evaluation for Long Context Language Models Chen An Shansan Gong Ming Zhong Xingjian Zhao Mukai Li Jun Zhang Lingpeng Kong Xipeng Qiu ELM ALM 121 156 0 20 Jul 2023
Thrust: Adaptively Propels Large Language Models with External Knowledge Xinran Zhao Hongming Zhang Xiaoman Pan Wenlin Yao Dong Yu Jianshu Chen KELM 156 5 0 19 Jul 2023
Learning to Retrieve In-Context Examples for Large Language Models Liang Wang Nan Yang Furu Wei RALM 91 43 0 14 Jul 2023