Title
MosaicBERT: A Bidirectional Encoder Optimized for Fast PretrainingNeural Information Processing Systems (NeurIPS), 2023 Jacob P. Portes Alex Trott Sam Havens Daniel King Abhinav Venigalla Moin Nadeem Nikhil Sardana D. Khudia Jonathan Frankle 267 29 0 29 Dec 2023
Retrieval-augmented Multilingual Knowledge Editing Weixuan Wang Barry Haddow Alexandra Birch KELM 152 14 0 20 Dec 2023
UniGen: A Unified Generative Framework for Retrieval and Question Answering with Large Language Models Xiaoxi Li Yujia Zhou Zhicheng Dou RALM 172 19 0 18 Dec 2023
Retrieval-Augmented Generation for Large Language Models: A Survey Yunfan Gao Yun Xiong Xinyu Gao Kangxiang Jia Jinliu Pan Yuxi Bi Yi Dai Jiawei Sun Meng Wang Haofen Wang 3DV RALM 1.2K 2,638 1 18 Dec 2023
kNN-ICL: Compositional Task-Oriented Parsing Generalization with Nearest Neighbor In-Context Learning Wenting Zhao Ye Liu Yao Wan Yibo Wang Qingyang Wu Zhongfen Deng Jiangshu Du Shuaiqi Liu Yunlong Xu Philip S. Yu 171 11 0 17 Dec 2023
Towards Verifiable Text Generation with Evolving Memory and Self-ReflectionConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Hao Sun Hengyi Cai Bo Wang Yingyan Hou Xiaochi Wei Shuaiqiang Wang Yan Zhang D. Yin 323 16 0 14 Dec 2023
TAP4LLM: Table Provider on Sampling, Augmenting, and Packing Semi-structured Data for Large Language Model ReasoningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Yuan Sui Jiaru Zou Mengyu Zhou Xinyi He Lun Du Shi Han Dongmei Zhang LRM LMTD 154 40 0 14 Dec 2023
High-throughput Biomedical Relation Extraction for Semi-Structured Web Articles Empowered by Large Language Models Songchi Zhou Sheng Yu 284 0 0 13 Dec 2023
Alignment for HonestyNeural Information Processing Systems (NeurIPS), 2023 Yuqing Yang Ethan Chern Xipeng Qiu Graham Neubig Pengfei Liu 233 57 0 12 Dec 2023
PaperQA: Retrieval-Augmented Generative Agent for Scientific Research Jakub Lála Odhran O'Donoghue Aleksandar Shtedritski Sam Cox Samuel G. Rodriques Andrew D. White RALM 355 136 0 08 Dec 2023
Learning to Break: Knowledge-Enhanced Reasoning in Multi-Agent Debate System Haotian Wang Xiyuan Du Weijiang Yu Qianglong Chen Kun Zhu Zheng Chu Lian Yan Yi Guan 323 25 0 08 Dec 2023
Making Large Language Models Better Knowledge Miners for Online Marketing with Progressive Prompting Augmentation Chunjing Gan Dan Yang Binbin Hu Ziqi Liu Yue Shen Qing Cui Jinjie Gu Jun Zhou Guannan Zhang 283 8 0 08 Dec 2023
Retrieval-augmented Multi-modal Chain-of-Thoughts Reasoning for Large Language Models Bingshuai Liu Chenyang Lyu Zijun Min Zhanyu Wang Jinsong Su Longyue Wang LRM 231 11 0 04 Dec 2023
Mitigating Object Hallucinations in Large Vision-Language Models through Visual Contrastive DecodingComputer Vision and Pattern Recognition (CVPR), 2023 Sicong Leng Hang Zhang Guanzheng Chen Xin Li Shijian Lu Chunyan Miao Li Bing VLM MLLM 280 417 0 28 Nov 2023
Rethinking Privacy in Machine Learning Pipelines from an Information Flow Control Perspective Lukas Wutschitz Boris Köpf Andrew Paverd Saravan Rajmohan Ahmed Salem Shruti Tople Santiago Zanella Béguelin Menglin Xia Victor Rühle 181 17 0 27 Nov 2023
Probabilistic Tree-of-thought Reasoning for Answering Knowledge-intensive Complex QuestionsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 S. Cao Jiajie Zhang Jiaxin Shi Xin Lv Zijun Yao Qingwen Tian Juanzi Li Lei Hou LRM 135 31 0 23 Nov 2023
ATLANTIC: Structure-Aware Retrieval-Augmented Language Model for Interdisciplinary Science Sai Munikoti Anurag Acharya S. Wagle Sameera Horawalavithana RALM 153 13 0 21 Nov 2023
Adapt in Contexts: Retrieval-Augmented Domain Adaptation via In-Context Learning Quanyu Long Wenya Wang Sinno Jialin Pan 181 17 0 20 Nov 2023
Effective Large Language Model Adaptation for Improved Grounding and Citation Generation Xi Ye Ruoxi Sun Sercan O. Arik Tomas Pfister HILM 386 39 0 16 Nov 2023
Chain-of-Note: Enhancing Robustness in Retrieval-Augmented Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Wenhao Yu Hongming Zhang Xiaoman Pan Kaixin Ma Hongwei Wang Dong Yu KELM RALM LRM 238 160 0 15 Nov 2023
How Well Do Large Language Models Truly Ground?North American Chapter of the Association for Computational Linguistics (NAACL), 2023 Hyunji Lee Se June Joo Chaeeun Kim Joel Jang Doyoung Kim Kyoung-Woon On Minjoon Seo HILM 229 15 0 15 Nov 2023
From Classification to Generation: Insights into Crosslingual Retrieval Augmented ICL Xiaoqian Li Ercong Nie Sheng Liang RALM LRM 330 18 0 11 Nov 2023
Language Models can be Logical Solvers Jiazhan Feng Ruochen Xu Junheng Hao Hiteshi Sharma Haoran Pan Dongyan Zhao Weizhu Chen ReLM LRM ELM 225 30 0 10 Nov 2023
Trends in Integration of Knowledge and Large Language Models: A Survey and Taxonomy of Methods, Benchmarks, and Applications Zhangyin Feng Weitao Ma Weijiang Yu Lei Huang Haotian Wang Qianglong Chen Weihua Peng Xiaocheng Feng Bing Qin Ting Liu KELM 230 46 0 10 Nov 2023
Knowledge-Augmented Large Language Models for Personalized Contextual Query SuggestionThe Web Conference (WWW), 2023 Jinheon Baek N. Chandrasekaran Silviu Cucerzan Allen Herring S. Jauhar RALM KELM 240 59 0 10 Nov 2023
Evaluating Generative Ad Hoc Information Retrieval Lukas Gienapp Harrisen Scells Niklas Deckers Janek Bevendorff Shuai Wang ... Maik Fröbe Guide Zucoon Benno Stein Matthias Hagen Martin Potthast RALM 382 22 0 08 Nov 2023
Hint-enhanced In-Context Learning wakes Large Language Models up for knowledge-intensive tasksIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Yifan Wang Qingyan Guo Xinzhe Ni Chufan Shi Lemao Liu Haiyun Jiang Yujiu Yang ReLM RALM 175 10 0 03 Nov 2023
Instruction Distillation Makes Large Language Models Efficient Zero-shot Rankers Weiwei Sun Zheng Chen Xinyu Ma Lingyong Yan Shuaiqiang Wang Sudipta Singha Roy Zhumin Chen D. Yin Zhaochun Ren ALM 324 27 0 02 Nov 2023
CRUSH4SQL: Collective Retrieval Using Schema Hallucination For Text2SQLConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Mayank Kothyari Dhruva Dhingra Sunita Sarawagi Soumen Chakrabarti 179 24 0 02 Nov 2023
Crosslingual Retrieval Augmented In-context Learning for Bangla Xiaoqian Li Ercong Nie Sheng Liang RALM LRM 257 10 0 01 Nov 2023
ChipNeMo: Domain-Adapted LLMs for Chip Design Mingjie Liu Teodor-Dumitru Ene Robert M. Kirby Chris Cheng N. Pinckney ... Pratik P Suthar Varun Tej Walker J. Turner Kaizhe Xu Haoxin Ren 608 227 0 31 Oct 2023
LLMs may Dominate Information Access: Neural Retrievers are Biased Towards LLM-Generated TextsKnowledge Discovery and Data Mining (KDD), 2023 Sunhao Dai Yuqi Zhou Liang Pang Weihao Liu Xiaolin Hu Yong Liu Xiao Zhang Gang Wang Jun Xu 260 6 0 31 Oct 2023
SoK: Memorization in General-Purpose Large Language Models Valentin Hartmann Anshuman Suri Vincent Bindschaedler David Evans Shruti Tople Robert West KELM LLMAG 292 36 0 24 Oct 2023
Variator: Accelerating Pre-trained Models with Plug-and-Play Compression ModulesConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Chaojun Xiao Yuqi Luo Wenbin Zhang Pengle Zhang Xu Han ... Zhengyan Zhang Ruobing Xie Zhiyuan Liu Maosong Sun Jie Zhou 140 1 0 24 Oct 2023
TCRA-LLM: Token Compression Retrieval Augmented Large Language Model for Inference Cost ReductionConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Junyi Liu Liangzhi Li Tong Xiang Bowen Wang Yiming Qian 259 46 0 24 Oct 2023
Open-Ended Instructable Embodied Agents with Memory-Augmented Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Gabriel H. Sarch Yue Wu Michael J. Tarr Katerina Fragkiadaki LM&Ro LLMAG 327 35 0 23 Oct 2023
Large Search Model: Redefining Search Stack in the Era of LLMs Liang Wang Nan Yang Xiaolong Huang Linjun Yang Rangan Majumder Furu Wei LRM KELM 216 23 0 23 Oct 2023
PRCA: Fitting Black-Box Large Language Models for Retrieval Question Answering via Pluggable Reward-Driven Contextual AdapterConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Haoyan Yang Zhitao Li Yong Zhang Jianzong Wang Ning Cheng Ming Li Jing Xiao RALM 162 41 0 23 Oct 2023
The Law and NLP: Bridging Disciplinary DisconnectsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Robert Mahari Dominik Stammbach Elliott Ash Alex Pentland AILaw 184 12 0 22 Oct 2023
LUNA: A Model-Based Universal Analysis Framework for Large Language ModelsIEEE Transactions on Software Engineering (TSE), 2023 Da Song Xuan Xie Yuheng Huang Derui Zhu Yuheng Huang Felix Juefei Xu Lei Ma ALM 318 9 0 22 Oct 2023
Knowledge-Augmented Language Model Verification Jinheon Baek Soyeong Jeong Minki Kang Jong C. Park Sung Ju Hwang RALM 141 19 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 184 1 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 141 30 0 19 Oct 2023
Understanding Retrieval Augmentation for Long-Form Question Answering Hung-Ting Chen Fangyuan Xu Shane Arora Eunsol Choi RALM 121 45 0 18 Oct 2023
In-context Pretraining: Language Modeling Beyond Document BoundariesInternational Conference on Learning Representations (ICLR), 2023 Weijia Shi Sewon Min Maria Lomeli Chunting Zhou Margaret Li ... Victoria Lin Noah A. Smith Luke Zettlemoyer Scott Yih Mike Lewis LRM RALM SyDa 398 80 0 16 Oct 2023
RegaVAE: A Retrieval-Augmented Gaussian Mixture Variational Auto-Encoder for Language ModelingConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Jingcheng Deng Liang Pang Huawei Shen Xueqi Cheng RALM 245 14 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 224 5 0 15 Oct 2023
KCTS: Knowledge-Constrained Tree Search Decoding with Token-Level Hallucination DetectionConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Sehyun Choi Tianqing Fang Zhaowei Wang Yangqiu Song 190 52 0 13 Oct 2023
Retrieval-Generation Alignment for End-to-End Task-Oriented Dialogue SystemConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Weizhou Shen Yingqi Gao Canbin Huang Fanqi Wan Xiaojun Quan Wei Bi RALM 182 14 0 13 Oct 2023
InstructRetro: Instruction Tuning post Retrieval-Augmented PretrainingInternational Conference on Machine Learning (ICML), 2023 Wei Ping Ming-Yu Liu Lawrence C. McAfee Peng Xu Bo Li Mohammad Shoeybi Bryan Catanzaro RALM 395 68 0 11 Oct 2023