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Narrowing the Gap between Supervised and Unsupervised Sentence Representation Learning with Large Language Model

12 September 2023

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Papers citing "Narrowing the Gap between Supervised and Unsupervised Sentence Representation Learning with Large Language Model"

23 / 23 papers shown

Title
Improving Contrastive Learning of Sentence Embeddings from AI Feedback M. Abouheaf W. Gueaieb Md. Suruz Miah D. Spinello Xipeng Qiu 82 39 0 03 May 2023
InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings Xing Wu Chaochen Gao Zijia Lin Jizhong Han Zhongyuan Wang Songlin Hu 48 33 0 08 Oct 2022
DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings Yung-Sung Chuang Rumen Dangovski Hongyin Luo Yang Zhang Shiyu Chang M. Soljavcić Shang-Wen Li Wen-tau Yih Yoon Kim James R. Glass 109 228 0 21 Apr 2022
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning Yuxin Jiang Linhan Zhang Wei Wang SSL 50 47 0 14 Mar 2022
PromptBERT: Improving BERT Sentence Embeddings with Prompts Ting Jiang Jian Jiao Shaohan Huang Zi-qiang Zhang Deqing Wang Fuzhen Zhuang Furu Wei Haizhen Huang Liangjie Zhang Qi Zhang 69 124 0 12 Jan 2022
ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer Yuanmeng Yan Rumei Li Sirui Wang Fuzheng Zhang Wei Wu Weiran Xu SSL 121 559 0 25 May 2021
SimCSE: Simple Contrastive Learning of Sentence Embeddings Tianyu Gao Xingcheng Yao Danqi Chen AILaw SSL 276 3,411 0 18 Apr 2021
Generating Datasets with Pretrained Language Models Timo Schick Hinrich Schütze 152 235 0 15 Apr 2021
Whitening Sentence Representations for Better Semantics and Faster Retrieval Jianlin Su Jiarun Cao Weijie Liu Yangyiwen Ou 53 303 0 29 Mar 2021
Language Models are Few-Shot Learners Tom B. Brown Benjamin Mann Nick Ryder Melanie Subbiah Jared Kaplan ... Christopher Berner Sam McCandlish Alec Radford Ilya Sutskever Dario Amodei BDL 859 42,379 0 28 May 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 160 1,854 0 20 May 2020
PyTorch: An Imperative Style, High-Performance Deep Learning Library Adam Paszke Sam Gross Francisco Massa Adam Lerer James Bradbury ... Sasank Chilamkurthy Benoit Steiner Lu Fang Junjie Bai Soumith Chintala ODL 532 42,591 0 03 Dec 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,301 0 27 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 674 24,541 0 26 Jul 2019
BERT: Pre-training of Deep Bidirectional Transformers for Language Understanding Jacob Devlin Ming-Wei Chang Kenton Lee Kristina Toutanova VLM SSL SSeg 1.8K 95,175 0 11 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,356 0 10 Jul 2018
Universal Sentence Encoder Daniel Cer Yinfei Yang Sheng-yi Kong Nan Hua Nicole Limtiaco ... Steve Yuan Chris Tar Yun-hsuan Sung B. Strope R. Kurzweil 439 1,907 0 29 Mar 2018
SentEval: An Evaluation Toolkit for Universal Sentence Representations Alexis Conneau Douwe Kiela 100 641 0 14 Mar 2018
SemEval-2017 Task 1: Semantic Textual Similarity - Multilingual and Cross-lingual Focused Evaluation Daniel Cer Mona T. Diab Eneko Agirre I. Lopez-Gazpio Lucia Specia 443 1,891 0 31 Jul 2017
Supervised Learning of Universal Sentence Representations from Natural Language Inference Data Alexis Conneau Douwe Kiela Holger Schwenk Loïc Barrault Antoine Bordes AI4TS SSL 238 2,105 0 05 May 2017
A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference Adina Williams Nikita Nangia Samuel R. Bowman 524 4,494 0 18 Apr 2017
A large annotated corpus for learning natural language inference Samuel R. Bowman Gabor Angeli Christopher Potts Christopher D. Manning 324 4,293 0 21 Aug 2015
Skip-Thought Vectors Ryan Kiros Yukun Zhu Ruslan Salakhutdinov R. Zemel Antonio Torralba R. Urtasun Sanja Fidler SSL 219 2,412 0 22 Jun 2015