Unsupervised Dense Information Retrieval with Contrastive Learning

16 December 2021

Papers citing "Unsupervised Dense Information Retrieval with Contrastive Learning"

50 / 164 papers shown

Title
HINTs: Sensemaking on large collections of documents with Hypergraph visualization and INTelligent agents Sam Yu-Te Lee Kwan-Liu Ma 43 2 0 05 Mar 2024
Large Language Models(LLMs) on Tabular Data: Prediction, Generation, and Understanding -- A Survey Xi Fang Weijie Xu Fiona Anting Tan Jiani Zhang Ziqing Hu Yanjun Qi Scott Nickleach Diego Socolinsky Srinivasan H. Sengamedu Christos Faloutsos LMTD ALM 37 66 0 27 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 37 7 0 26 Feb 2024
IR2: Information Regularization for Information Retrieval Jianyou Wang Kaicheng Wang Xiaoyue Wang Weili Cao R. Paturi Leon Bergen 46 1 0 25 Feb 2024
Analysing The Impact of Sequence Composition on Language Model Pre-Training Yu Zhao Yuanbin Qu Konrad Staniszewski Szymon Tworkowski Wei Liu Piotr Milo's Yuxiang Wu Pasquale Minervini 34 14 0 21 Feb 2024
Unveiling the Magic: Investigating Attention Distillation in Retrieval-augmented Generation Zizhong Li Haopeng Zhang Jiawei Zhang RALM 48 1 0 19 Feb 2024
LoraRetriever: Input-Aware LoRA Retrieval and Composition for Mixed Tasks in the Wild Ziyu Zhao Leilei Gan Guoyin Wang Wangchunshu Zhou Hongxia Yang Kun Kuang Fei Wu MoMe 26 29 0 15 Feb 2024
Domain Adaptation of Multilingual Semantic Search -- Literature Review Anna Bringmann Anastasia Zhukova VLM 32 0 0 05 Feb 2024
Nomic Embed: Training a Reproducible Long Context Text Embedder Zach Nussbaum John X. Morris Brandon Duderstadt Andriy Mulyar 21 95 0 02 Feb 2024
ConFit: Improving Resume-Job Matching using Data Augmentation and Contrastive Learning Xiao Yu Jinzhong Zhang Zhou Yu 35 1 0 29 Jan 2024
Improving Medical Reasoning through Retrieval and Self-Reflection with Retrieval-Augmented Large Language Models Minbyul Jeong Jiwoong Sohn Mujeen Sung Jaewoo Kang 23 29 0 27 Jan 2024
Accelerating Retrieval-Augmented Language Model Serving with Speculation Zhihao Zhang Alan Zhu Lijie Yang Yihua Xu Lanting Li P. Phothilimthana Zhihao Jia RALM KELM 51 16 0 25 Jan 2024
The Faiss library Matthijs Douze Alexandr Guzhva Chengqi Deng Jeff Johnson Gergely Szilvasy Pierre-Emmanuel Mazaré Maria Lomeli Lucas Hosseini Hervé Jégou 32 148 0 16 Jan 2024
Data-CUBE: Data Curriculum for Instruction-based Sentence Representation Learning Yingqian Min Kun Zhou Dawei Gao Wayne Xin Zhao He Hu Yaliang Li 26 1 0 07 Jan 2024
Boot and Switch: Alternating Distillation for Zero-Shot Dense Retrieval Fan Jiang Qiongkai Xu Tom Drummond Trevor Cohn 21 2 0 27 Nov 2023
Interpreting User Requests in the Context of Natural Language Standing Instructions Nikita Moghe Patrick Xia Jacob Andreas J. Eisner Benjamin Van Durme Harsh Jhamtani 24 3 0 16 Nov 2023
Test-time Backdoor Mitigation for Black-Box Large Language Models with Defensive Demonstrations Wenjie Mo Lyne Tchapmi Qin Liu Jiong Wang Jun Yan Chaowei Xiao Muhao Chen Muhao Chen AAML 58 17 0 16 Nov 2023
How Well Do Large Language Models Truly Ground? Hyunji Lee Se June Joo Chaeeun Kim Joel Jang Doyoung Kim Kyoung-Woon On Minjoon Seo HILM 30 6 0 15 Nov 2023
Leveraging LLMs for Synthesizing Training Data Across Many Languages in Multilingual Dense Retrieval Nandan Thakur Jianmo Ni Gustavo Hernández Ábrego John Wieting Jimmy J. Lin Daniel Cer RALM 31 12 0 10 Nov 2023
Language Models Hallucinate, but May Excel at Fact Verification Jian-Yu Guan Jesse Dodge David Wadden Minlie Huang Hao Peng LRM HILM 31 28 0 23 Oct 2023
Instruction Tuning with Human Curriculum Bruce W. Lee Hyunsoo Cho Kang Min Yoo 42 3 0 14 Oct 2023
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models Haoran Luo E. Haihong Zichen Tang Shiyao Peng Yikai Guo ... Guanting Dong Meina Song Wei Lin Yifan Zhu Luu Anh Tuan RALM 31 38 0 13 Oct 2023
MemGPT: Towards LLMs as Operating Systems Charles Packer Sarah Wooders Kevin Lin Vivian Fang Shishir G. Patil Ion Stoica Joseph E. Gonzalez RALM 34 127 0 12 Oct 2023
InstructRetro: Instruction Tuning post Retrieval-Augmented Pretraining Wei Ping Ming-Yu Liu Lawrence C. McAfee Peng-Tao Xu Bo Li M. Shoeybi Bryan Catanzaro RALM 16 46 0 11 Oct 2023
Reformulating Domain Adaptation of Large Language Models as Adapt-Retrieve-Revise Zhen Wan Yating Zhang Yexiang Wang Fei Cheng Sadao Kurohashi CLL AILaw 26 10 0 05 Oct 2023
RankVicuna: Zero-Shot Listwise Document Reranking with Open-Source Large Language Models Ronak Pradeep Sahel Sharifymoghaddam Jimmy Lin ALM 35 36 0 26 Sep 2023
Cognitive Architectures for Language Agents T. Sumers Shunyu Yao Karthik Narasimhan Thomas L. Griffiths LLMAG LM&Ro 54 153 0 05 Sep 2023
RAVEN: In-Context Learning with Retrieval-Augmented Encoder-Decoder Language Models Jie Huang Ming-Yu Liu Peng-Tao Xu M. Shoeybi Kevin Chen-Chuan Chang Bryan Catanzaro RALM 35 33 0 15 Aug 2023
In-Context Alignment: Chat with Vanilla Language Models Before Fine-Tuning Xiaochuang Han 17 19 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 56 342 0 07 Aug 2023
Teaching Smaller Language Models To Generalise To Unseen Compositional Questions Tim Hartill N. Tan Michael Witbrock Patricia J. Riddle ReLM KELM LRM 32 2 0 02 Aug 2023
Lost in the Middle: How Language Models Use Long Contexts Nelson F. Liu Kevin Lin John Hewitt Ashwin Paranjape Michele Bevilacqua Fabio Petroni Percy Liang RALM 40 1,404 0 06 Jul 2023
Long-range Language Modeling with Self-retrieval Ohad Rubin Jonathan Berant RALM KELM 19 18 0 23 Jun 2023
Referral Augmentation for Zero-Shot Information Retrieval Michael Tang Shunyu Yao John Yang Karthik Narasimhan 28 3 0 24 May 2023
NAIL: Lexical Retrieval Indices with Efficient Non-Autoregressive Decoders Livio Baldini Soares D. Gillick Jeremy R. Cole Tom Kwiatkowski 26 1 0 23 May 2023
Searching by Code: a New SearchBySnippet Dataset and SnippeR Retrieval Model for Searching by Code Snippets I. Sedykh Dmitry Abulkhanov Nikita Sorokin Sergey I. Nikolenko Valentin Malykh 21 1 0 19 May 2023
Large Language Models are Built-in Autoregressive Search Engines Noah Ziems W. Yu Zhihan Zhang Meng Jiang KELM 64 40 0 16 May 2023
Synergistic Interplay between Search and Large Language Models for Information Retrieval Jiazhan Feng Chongyang Tao Xiubo Geng Tao Shen Can Xu Guodong Long Dongyan Zhao Daxin Jiang KELM 55 5 0 12 May 2023
Rethinking the Role of Token Retrieval in Multi-Vector Retrieval Jinhyuk Lee Zhuyun Dai Sai Meher Karthik Duddu Tao Lei Iftekhar Naim Ming-Wei Chang Vincent Zhao 24 15 0 04 Apr 2023
Beyond Single Items: Exploring User Preferences in Item Sets with the Conversational Playlist Curation Dataset Arun Tejasvi Chaganty Megan Leszczynski Shu Zhen Zhang Ravi Ganti K. Balog Filip Radlinski 19 10 0 13 Mar 2023
UDAPDR: Unsupervised Domain Adaptation via LLM Prompting and Distillation of Rerankers Jon Saad-Falcon Omar Khattab Keshav Santhanam Radu Florian M. Franz Salim Roukos Avirup Sil Md Arafat Sultan Christopher Potts 24 41 0 01 Mar 2023
Modeling Sequential Sentence Relation to Improve Cross-lingual Dense Retrieval Shunyu Zhang Yaobo Liang Ming Gong Daxin Jiang Nan Duan 25 4 0 03 Feb 2023
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 56 577 0 30 Jan 2023
One Embedder, Any Task: Instruction-Finetuned Text Embeddings Hongjin Su Weijia Shi Jungo Kasai Yizhong Wang Yushi Hu Mari Ostendorf Wen-tau Yih Noah A. Smith Luke Zettlemoyer Tao Yu 27 279 0 19 Dec 2022
CITADEL: Conditional Token Interaction via Dynamic Lexical Routing for Efficient and Effective Multi-Vector Retrieval Minghan Li Sheng-Chieh Lin Barlas Oğuz Asish Ghoshal Jimmy J. Lin Yashar Mehdad Wen-tau Yih Xilun Chen 30 26 0 18 Nov 2022
Task-aware Retrieval with Instructions Akari Asai Timo Schick Patrick Lewis Xilun Chen Gautier Izacard Sebastian Riedel Hannaneh Hajishirzi Wen-tau Yih 36 87 0 16 Nov 2022
COCO-DR: Combating Distribution Shifts in Zero-Shot Dense Retrieval with Contrastive and Distributionally Robust Learning Yue Yu Chenyan Xiong Si Sun Chao Zhang Arnold Overwijk VLM OOD 50 22 0 27 Oct 2022
Task-Aware Specialization for Efficient and Robust Dense Retrieval for Open-Domain Question Answering Hao Cheng Hao Fang Xiaodong Liu Jianfeng Gao RALM 33 5 0 11 Oct 2022
Variational Open-Domain Question Answering Valentin Liévin Andreas Geert Motzfeldt Ida Riis Jensen Ole Winther OOD BDL 36 8 0 23 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 229 321 0 21 Sep 2022