RankCSE: Unsupervised Sentence Representations Learning via Learning to Rank

26 May 2023

Dongyan Zhao

Rui Yan

Papers citing "RankCSE: Unsupervised Sentence Representations Learning via Learning to Rank"

28 / 28 papers shown

Title
SAS-Bench: A Fine-Grained Benchmark for Evaluating Short Answer Scoring with Large Language Models Peichao Lai Kai Zhang Yi Lin Lingling Zhang Feiyang Ye ... Zifei Shan Zeang Sheng Yansen Wang Wentao Zhang Bin Cui ELM LRM 126 0 0 12 May 2025
IR2: Information Regularization for Information Retrieval Jianyou Wang Kaicheng Wang Xiaoyue Wang Weili Cao R. Paturi Leon Bergen 119 1 0 25 Feb 2024
Sentence Representation Learning with Generative Objective rather than Contrastive Objective Bohong Wu Hai Zhao SSL 54 9 0 16 Oct 2022
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
Debiased Contrastive Learning of Unsupervised Sentence Representations Kun Zhou Beichen Zhang Wayne Xin Zhao Ji-Rong Wen SSL 95 101 0 02 May 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
PCL: Peer-Contrastive Learning with Diverse Augmentations for Unsupervised Sentence Embeddings Qiyu Wu Chongyang Tao Tao Shen Can Xu Xiubo Geng Daxin Jiang SSL 42 37 0 28 Jan 2022
Self-Guided Contrastive Learning for BERT Sentence Representations Taeuk Kim Kang Min Yoo Sang-goo Lee SSL 93 205 0 03 Jun 2021
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 3,407 0 18 Apr 2021
TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning Kexin Wang Nils Reimers Iryna Gurevych 135 185 0 14 Apr 2021
Whitening Sentence Representations for Better Semantics and Faster Retrieval Jianlin Su Jiarun Cao Weijie Liu Yangyiwen Ou 51 303 0 29 Mar 2021
An Unsupervised Sentence Embedding Method by Mutual Information Maximization Yan Zhang Ruidan He Zuozhu Liu Kwan Hui Lim Lidong Bing SSL 84 180 0 25 Sep 2020
DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations John Giorgi Osvald Nitski Bo Wang Gary D. Bader SSL 93 498 0 05 Jun 2020
Understanding Contrastive Representation Learning through Alignment and Uniformity on the Hypersphere Tongzhou Wang Phillip Isola SSL 160 1,854 0 20 May 2020
How Contextual are Contextualized Word Representations? Comparing the Geometry of BERT, ELMo, and GPT-2 Embeddings Kawin Ethayarajh 86 875 0 02 Sep 2019
Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks Nils Reimers Iryna Gurevych 1.3K 12,295 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 24,528 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 95,114 0 11 Oct 2018
Representation Learning with Contrastive Predictive Coding Aaron van den Oord Yazhe Li Oriol Vinyals DRL SSL 351 10,349 0 10 Jul 2018
SentEval: An Evaluation Toolkit for Universal Sentence Representations Alexis Conneau Douwe Kiela 100 641 0 14 Mar 2018
An efficient framework for learning sentence representations Lajanugen Logeswaran Honglak Lee 85 544 0 07 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 438 1,887 0 31 Jul 2017
On Sampling Strategies for Neural Network-based Collaborative Filtering Ting-Li Chen Yizhou Sun Yue Shi Liangjie Hong 50 226 0 23 Jun 2017
Learning Distributed Representations of Sentences from Unlabelled Data Felix Hill Kyunghyun Cho Anna Korhonen SSL 178 574 0 10 Feb 2016
Skip-Thought Vectors Ryan Kiros Yukun Zhu Ruslan Salakhutdinov R. Zemel Antonio Torralba R. Urtasun Sanja Fidler SSL 219 2,413 0 22 Jun 2015
Distributed Representations of Sentences and Documents Quoc V. Le Tomas Mikolov FaML 259 9,246 0 16 May 2014
Distributed Representations of Words and Phrases and their Compositionality Tomas Mikolov Ilya Sutskever Kai Chen G. Corrado J. Dean NAI OCL 399 33,560 0 16 Oct 2013