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Unsupervised Dense Information Retrieval with Contrastive Learning

16 December 2021

Papers citing "Unsupervised Dense Information Retrieval with Contrastive Learning"

50 / 132 papers shown

Title
Bridging Context Gaps: Leveraging Coreference Resolution for Long Contextual Understanding Yanming Liu Xinyue Peng Jiannan Cao Shi Bo Yanxin Shen Tianyu Du Sheng Cheng Xun Wang Jianwei Yin Xuhong Zhang 114 9 0 02 Oct 2024
QAEncoder: Towards Aligned Representation Learning in Question Answering System Zhengren Wang Qinhan Yu Shida Wei Zhiyu Li Feiyu Xiong Xiaoxing Wang Pengnian Qi Hao Liang Wentao Zhang RALM 118 1 0 30 Sep 2024
Open-World Evaluation for Retrieving Diverse Perspectives Hung-Ting Chen Eunsol Choi 101 0 0 26 Sep 2024
Towards LifeSpan Cognitive Systems Yu Wang Chi Han Tongtong Wu Xiaoxin He Wangchunshu Zhou ... Zexue He Wei Wang Gholamreza Haffari Heng Ji Julian McAuley KELM CLL 459 2 0 20 Sep 2024
Neural-Symbolic Collaborative Distillation: Advancing Small Language Models for Complex Reasoning Tasks Huanxuan Liao Shizhu He Yao Xu Yuanzhe Zhang Kang Liu Jun Zhao LRM 133 4 0 20 Sep 2024
Towards Fair RAG: On the Impact of Fair Ranking in Retrieval-Augmented Generation To Eun Kim Fernando Diaz 109 4 0 17 Sep 2024
What is the Role of Small Models in the LLM Era: A Survey Lihu Chen Gaël Varoquaux ALM 201 32 0 10 Sep 2024
Pandora's Box or Aladdin's Lamp: A Comprehensive Analysis Revealing the Role of RAG Noise in Large Language Models Jinyang Wu Feihu Che Chuyuan Zhang Mingkuan Feng Shuai Zhang Pengpeng Shao Jianhua Tao 144 6 0 24 Aug 2024
W-RAG: Weakly Supervised Dense Retrieval in RAG for Open-domain Question Answering Jinming Nian Zhiyuan Peng Qifan Wang Yi Fang RALM 125 2 0 15 Aug 2024
Harvesting Textual and Structured Data from the HAL Publication Repository Francis Kulumba Wissam Antoun Guillaume Vimont Laurent Romary 102 2 0 30 Jul 2024
FACTTRACK: Time-Aware World State Tracking in Story Outlines Zhiheng Lyu Kevin Yang Lingpeng Kong Daniel Klein KELM HILM 73 0 0 23 Jul 2024
A Comprehensive Evaluation of Large Language Models on Temporal Event Forecasting He Chang Chenchen Ye Zhulin Tao Jie Wu Zhengmao Yang Yunshan Ma Xianglin Huang Tat-Seng Chua AI4TS 76 2 0 16 Jul 2024
Is Contrasting All You Need? Contrastive Learning for the Detection and Attribution of AI-generated Text Lucio La Cava Davide Costa Andrea Tagarelli DeLMO 96 3 0 12 Jul 2024
Speculative RAG: Enhancing Retrieval Augmented Generation through Drafting Zilong Wang Zifeng Wang Long Le Huaixiu Steven Zheng Swaroop Mishra ... Anush Mattapalli Ankur Taly Jingbo Shang Chen-Yu Lee Tomas Pfister RALM 124 46 0 11 Jul 2024
CoIR: A Comprehensive Benchmark for Code Information Retrieval Models Xiangyang Li Kuicai Dong Yi Quan Lee Wei Xia Yichun Yin Xinyi Dai Yasheng Wang Ruiming Tang 208 20 0 03 Jul 2024
Few-shot Personalization of LLMs with Mis-aligned Responses Jaehyung Kim Yiming Yang 124 9 0 26 Jun 2024
Entropy-Based Decoding for Retrieval-Augmented Large Language Models Zexuan Qiu Zijing Ou Bin Wu Jingjing Li Aiwei Liu Irwin King KELM RALM 119 6 0 25 Jun 2024
CodeRAG-Bench: Can Retrieval Augment Code Generation? Zora Z. Wang Akari Asai Xinyan Velocity Yu Frank F. Xu Yiqing Xie Graham Neubig Daniel Fried RALM 184 41 0 20 Jun 2024
Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities Zhonghao Li Xuming Hu Aiwei Liu Kening Zheng Shijie Huang Hui Xiong RALM 165 8 0 17 Jun 2024
TourRank: Utilizing Large Language Models for Documents Ranking with a Tournament-Inspired Strategy Yiqun Chen Qi Liu Yi Zhang Weiwei Sun Daiting Shi Jiaxin Mao Dawei Yin Jiaxin Mao Dawei Yin 119 11 0 17 Jun 2024
CancerLLM: A Large Language Model in Cancer Domain Mingchen Li Jiatan Huang Jeremy Yeung A. Blaes Steven Johnson Hongfang Liu Hua Xu Rui Zhang ELM LM&MA 121 5 0 15 Jun 2024
Machine Against the RAG: Jamming Retrieval-Augmented Generation with Blocker Documents Avital Shafran R. Schuster Vitaly Shmatikov 115 36 0 09 Jun 2024
NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models Chankyu Lee Rajarshi Roy Mengyao Xu Jonathan Raiman Mohammad Shoeybi Bryan Catanzaro Ming-Yu Liu RALM 266 202 0 27 May 2024
HippoRAG: Neurobiologically Inspired Long-Term Memory for Large Language Models Bernal Jiménez Gutiérrez Yiheng Shu Yu Gu Michihiro Yasunaga Yu-Chuan Su RALM CLL 118 47 0 23 May 2024
Recall Them All: Retrieval-Augmented Language Models for Long Object List Extraction from Long Documents Sneha Singhania Simon Razniewski Gerhard Weikum RALM 102 1 0 04 May 2024
MemLLM: Finetuning LLMs to Use An Explicit Read-Write Memory Ali Modarressi Abdullatif Köksal Ayyoob Imani Mohsen Fayyaz Hinrich Schütze KELM 184 11 0 17 Apr 2024
Is Table Retrieval a Solved Problem? Exploring Join-Aware Multi-Table Retrieval Peter Baile Chen Yi Zhang Dan Roth LMTD 114 15 0 15 Apr 2024
IR2: Information Regularization for Information Retrieval Jianyou Wang Kaicheng Wang Xiaoyue Wang Weili Cao R. Paturi Leon Bergen 119 1 0 25 Feb 2024
The Faiss library Matthijs Douze Alexandr Guzhva Chengqi Deng Jeff Johnson Gergely Szilvasy Pierre-Emmanuel Mazaré Maria Lomeli Lucas Hosseini Hervé Jégou 193 182 0 16 Jan 2024
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 116 20 0 16 Nov 2023
Learning to Retrieve Passages without Supervision Ori Ram Gal Shachaf Omer Levy Jonathan Berant Amir Globerson RALM 51 62 0 14 Dec 2021
Salient Phrase Aware Dense Retrieval: Can a Dense Retriever Imitate a Sparse One? Xilun Chen Kushal Lakhotia Barlas Oğuz Anchit Gupta Patrick Lewis Stanislav Peshterliev Yashar Mehdad Sonal Gupta Wen-tau Yih 108 69 0 13 Oct 2021
SPLADE v2: Sparse Lexical and Expansion Model for Information Retrieval Thibault Formal Carlos Lassance Benjamin Piwowarski Stéphane Clinchant 271 189 0 21 Sep 2021
Mr. TyDi: A Multi-lingual Benchmark for Dense Retrieval Xinyu Crystina Zhang Xueguang Ma Peng Shi Jimmy J. Lin 81 115 0 19 Aug 2021
Unsupervised Corpus Aware Language Model Pre-training for Dense Passage Retrieval Luyu Gao Jamie Callan RALM 277 337 0 12 Aug 2021
One Question Answering Model for Many Languages with Cross-lingual Dense Passage Retrieval Akari Asai Xinyan Velocity Yu Jungo Kasai Hannaneh Hajishirzi RALM LRM 68 73 0 26 Jul 2021
End-to-End Training of Multi-Document Reader and Retriever for Open-Domain Question Answering Devendra Singh Sachan Siva Reddy William L. Hamilton Chris Dyer Dani Yogatama OOD RALM 87 170 0 09 Jun 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 724 6,127 0 29 Apr 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 280 3,411 0 18 Apr 2021
BEIR: A Heterogenous Benchmark for Zero-shot Evaluation of Information Retrieval Models Nandan Thakur Nils Reimers Andreas Rucklé Abhishek Srivastava Iryna Gurevych VLM 425 1,052 0 17 Apr 2021
Efficiently Teaching an Effective Dense Retriever with Balanced Topic Aware Sampling Sebastian Hofstatter Sheng-Chieh Lin Jheng-Hong Yang Jimmy J. Lin Allan Hanbury VLM 90 402 0 14 Apr 2021
A Replication Study of Dense Passage Retriever Xueguang Ma Kai Sun Ronak Pradeep Jimmy J. Lin 59 58 0 12 Apr 2021
ASAM: Adaptive Sharpness-Aware Minimization for Scale-Invariant Learning of Deep Neural Networks Jungmin Kwon Jeongseop Kim Hyunseong Park I. Choi 102 290 0 23 Feb 2021
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song 182 205 0 16 Feb 2021
CLEAR: Contrastive Learning for Sentence Representation Zhuofeng Wu Sinong Wang Jiatao Gu Madian Khabsa Fei Sun Hao Ma SSL 73 323 0 31 Dec 2020
A Memory Efficient Baseline for Open Domain Question Answering Gautier Izacard Fabio Petroni Lucas Hosseini Nicola De Cao Sebastian Riedel Edouard Grave MQ 61 44 0 30 Dec 2020
Distilling Knowledge from Reader to Retriever for Question Answering Gautier Izacard Edouard Grave RALM 248 266 0 08 Dec 2020
Is Retriever Merely an Approximator of Reader? Sohee Yang Minjoon Seo RALM 74 42 0 21 Oct 2020
RocketQA: An Optimized Training Approach to Dense Passage Retrieval for Open-Domain Question Answering Yingqi Qu Yuchen Ding Jing Liu Kai Liu Ruiyang Ren Xin Zhao Daxiang Dong Hua Wu Haifeng Wang RALM OffRL 257 617 0 16 Oct 2020
Pretrained Transformers for Text Ranking: BERT and Beyond Jimmy J. Lin Rodrigo Nogueira Andrew Yates VLM 383 627 0 13 Oct 2020