Title
Survey on Factuality in Large Language Models: Knowledge, Retrieval and Domain-Specificity Cunxiang Wang Xiaoze Liu Yuanhao Yue Xiangru Tang Tianhang Zhang ... Linyi Yang Yongfeng Zhang Xing Xie Zheng Zhang Yue Zhang HILM KELM 395 249 0 11 Oct 2023
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Self-Knowledge Guided Retrieval Augmentation for Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yile Wang Peng Li Maosong Sun Yang Liu RALM KELM 220 80 0 08 Oct 2023
RECOMP: Improving Retrieval-Augmented LMs with Compression and Selective Augmentation Fangyuan Xu Weijia Shi Eunsol Choi RALM 255 212 0 06 Oct 2023
Thought Propagation: An Analogical Approach to Complex Reasoning with Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023 Junchi Yu Xiao-Yu Zhang Rex Ying LRM 378 38 0 06 Oct 2023
Retrieval meets Long Context Large Language ModelsInternational Conference on Learning Representations (ICLR), 2023 Peng Xu Ming-Yu Liu Xianchao Wu Lawrence C. McAfee Chen Zhu Zihan Liu Sandeep Subramanian Evelina Bakhturina Mohammad Shoeybi Bryan Catanzaro RALM LRM 410 107 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 265 22 0 03 Oct 2023
Large Language Models as Analogical ReasonersInternational Conference on Learning Representations (ICLR), 2023 Michihiro Yasunaga Xinyun Chen Yujia Li Panupong Pasupat J. Leskovec Abigail Z. Jacobs Ed H. Chi Denny Zhou ReLM LRM 248 128 0 03 Oct 2023
RA-DIT: Retrieval-Augmented Dual Instruction TuningInternational Conference on Learning Representations (ICLR), 2023 Xi Lin Xilun Chen Mingda Chen Weijia Shi Maria Lomeli ... Jacob Kahn Gergely Szilvasy Mike Lewis Luke Zettlemoyer Scott Yih RALM 363 199 0 02 Oct 2023
BTR: Binary Token Representations for Efficient Retrieval Augmented Language ModelsInternational Conference on Learning Representations (ICLR), 2023 Qingqing Cao Sewon Min Yizhong Wang Hannaneh Hajishirzi MQ RALM 172 7 0 02 Oct 2023
Knowledge Crosswords: Geometric Knowledge Reasoning with Large Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Wenxuan Ding Shangbin Feng Yuhan Liu Zhaoxuan Tan Vidhisha Balachandran Tianxing He Yulia Tsvetkov LRM 149 8 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 209 33 0 02 Oct 2023
Adapting LLM Agents with Universal Feedback in Communication Kuan-Chieh Wang Yadong Lu Michael Santacroce Yeyun Gong Chao Zhang Haoran Pan LLMAG 227 11 0 01 Oct 2023
Attention Sorting Combats Recency Bias In Long Context Language Models A. Peysakhovich Adam Lerer LRM RALM 302 77 0 28 Sep 2023
Ragas: Automated Evaluation of Retrieval Augmented GenerationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 ES Shahul Jithin James Luis Espinosa-Anke Steven Schockaert 464 378 0 26 Sep 2023
Aligning Large Multimodal Models with Factually Augmented RLHFAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Zhiqing Sun Sheng Shen Shengcao Cao Haotian Liu Chunyuan Li ... Liangyan Gui Yu-Xiong Wang Yiming Yang Kurt Keutzer Trevor Darrell VLM 269 577 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 139 2 0 22 Sep 2023
In-Context Learning for Text Classification with Many Labels Aristides Milios Siva Reddy Dzmitry Bahdanau 175 46 0 19 Sep 2023
"Merge Conflicts!" Exploring the Impacts of External Distractors to Parametric Knowledge Graphs Cheng Qian Xinran Zhao Sherry Tongshuang Wu KELM 162 13 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 345 111 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 210 5 0 11 Sep 2023
Augmenting Black-box LLMs with Medical Textbooks for Biomedical Question AnsweringConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yubo Wang Xueguang Ma Wenhu Chen LM&MA AI4MH 269 29 0 05 Sep 2023
Benchmarking Large Language Models in Retrieval-Augmented GenerationAAAI Conference on Artificial Intelligence (AAAI), 2023 Jiawei Chen Hongyu Lin Xianpei Han Le Sun 3DV RALM 353 441 0 04 Sep 2023
Siren's Song in the AI Ocean: A Survey on Hallucination in Large Language ModelsComputational Linguistics (CL), 2023 Yue Zhang Yafu Li Leyang Cui Deng Cai Lemao Liu ... Longyue Wang Anh Tuan Luu Freda Shi Shuming Shi Shuming Shi LRM RALM HILM 646 790 0 03 Sep 2023
Ladder-of-Thought: Using Knowledge as Steps to Elevate Stance DetectionIEEE International Joint Conference on Neural Network (IJCNN), 2023 Kairui Hu Ming Yan Qiufeng Wang Ivor W. Tsang Wen-Haw Chong Yong Keong Yap LRM 139 8 0 31 Aug 2023
Generations of Knowledge Graphs: The Crazy Ideas and the Business ImpactProceedings of the VLDB Endowment (PVLDB), 2023 Xin Luna Dong 172 28 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 650 2,016 0 22 Aug 2023
RaLLe: A Framework for Developing and Evaluating Retrieval-Augmented Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yasuto Hoshi Daisuke Miyashita Youyang Ng Kento Tatsuno Yasuhiro Morioka Osamu Torii J. Deguchi LRM 134 17 0 21 Aug 2023
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?North American Chapter of the Association for Computational Linguistics (NAACL), 2023 Kai Sun Yongjun Xu Hanwen Zha Yue Liu Xinhsuai Dong AI4MH 368 189 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 220 42 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 Zheng Liu Zhicheng Dou Ji-Rong Wen KELM 589 440 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 168 18 0 10 Aug 2023
SILO Language Models: Isolating Legal Risk In a Nonparametric DatastoreInternational Conference on Learning Representations (ICLR), 2023 Sewon Min Suchin Gururangan Eric Wallace Hannaneh Hajishirzi Noah A. Smith Luke Zettlemoyer AILaw 244 85 0 08 Aug 2023
Hybrid Retrieval-Augmented Generation for Real-time Composition AssistanceConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Menglin Xia Xuchao Zhang Camille Couturier Guoqing Zheng Saravan Rajmohan Victor Rühle RALM 120 4 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 348 679 0 07 Aug 2023
LARCH: Large Language Model-based Automatic Readme Creation with HeuristicsInternational Conference on Information and Knowledge Management (CIKM), 2023 Yuta Koreeda Terufumi Morishita Osamu Imaichi Yasuhiro Sogawa VLM 123 7 0 06 Aug 2023
Evaluating Correctness and Faithfulness of Instruction-Following Models for Question AnsweringTransactions of the Association for Computational Linguistics (TACL), 2023 Vaibhav Adlakha Parishad BehnamGhader Xing Han Lù Nicholas Meade Siva Reddy 333 172 0 31 Jul 2023
L-Eval: Instituting Standardized Evaluation for Long Context Language ModelsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Chen An Shansan Gong Ming Zhong Xingjian Zhao Mukai Li Jun Zhang Lingpeng Kong Xipeng Qiu ELM ALM 412 191 0 20 Jul 2023
Thrust: Adaptively Propels Large Language Models with External KnowledgeNeural Information Processing Systems (NeurIPS), 2023 Xinran Zhao Hongming Zhang Xiaoman Pan Wenlin Yao Dong Yu Jianshu Chen KELM 368 5 0 19 Jul 2023
Learning to Retrieve In-Context Examples for Large Language ModelsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Liang Wang Nan Yang Furu Wei RALM 194 58 0 14 Jul 2023
Generating Benchmarks for Factuality Evaluation of Language ModelsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Dor Muhlgay Ori Ram Inbal Magar Yoav Levine Nir Ratner Yonatan Belinkov Omri Abend Kevin Leyton-Brown Amnon Shashua Y. Shoham HILM 183 122 0 13 Jul 2023
A Comprehensive Overview of Large Language ModelsACM Transactions on Intelligent Systems and Technology (ACM TIST), 2023 Humza Naveed Asad Ullah Khan Shi Qiu Muhammad Saqib Saeed Anwar Muhammad Usman Naveed Akhtar Nick Barnes Lin Wang OffRL 784 1,119 0 12 Jul 2023
Prompt Generate Train (PGT): Few-shot Domain Adaption of Retrieval Augmented Generation Models for Open Book Question-Answering C. Krishna RALM 140 1 0 12 Jul 2023
Lost in the Middle: How Language Models Use Long ContextsTransactions of the Association for Computational Linguistics (TACL), 2023 Nelson F. Liu Kevin Lin John Hewitt Ashwin Paranjape Michele Bevilacqua Fabio Petroni Abigail Z. Jacobs RALM 515 2,509 0 06 Jul 2023
Citation: A Key to Building Responsible and Accountable Large Language Models Jie Huang Kevin Chen-Chuan Chang HILM 294 28 0 05 Jul 2023
Long-range Language Modeling with Self-retrievalTransactions of the Association for Computational Linguistics (TACL), 2023 Ohad Rubin Jonathan Berant RALM KELM 190 32 0 23 Jun 2023
ToolQA: A Dataset for LLM Question Answering with External ToolsNeural Information Processing Systems (NeurIPS), 2023 Yuchen Zhuang Yue Yu Kuan-Chieh Wang Haotian Sun Chao Zhang ELM LLMAG 251 339 0 23 Jun 2023
Propagating Knowledge Updates to LMs Through DistillationNeural Information Processing Systems (NeurIPS), 2023 Shankar Padmanabhan Yasumasa Onoe Michael J.Q. Zhang Greg Durrett Eunsol Choi KELM 228 21 0 15 Jun 2023
Improving Reading Comprehension Question Generation with Data Augmentation and Overgenerate-and-rankWorkshop on Innovative Use of NLP for Building Educational Applications (UNBEA), 2023 Nischal Ashok Kumar Nigel Fernandez Zichao Wang Andrew Lan RALM 187 17 0 15 Jun 2023