CLEAR: Contrastive Learning for Sentence Representation

31 December 2020

Zhuofeng Wu

Sinong Wang

Madian Khabsa

Hao Ma

Papers citing "CLEAR: Contrastive Learning for Sentence Representation"

50 / 176 papers shown

Title
Learning Dialogue Representations from Consecutive Utterances Zhihan Zhou Dejiao Zhang Wei Xiao Nicholas Dingwall Xiaofei Ma Andrew O. Arnold Bing Xiang SSL 46 21 0 26 May 2022
From Distillation to Hard Negative Sampling: Making Sparse Neural IR Models More Effective Thibault Formal Carlos Lassance Benjamin Piwowarski S. Clinchant VLM 10 138 0 10 May 2022
Debiased Contrastive Learning of Unsupervised Sentence Representations Kun Zhou Beichen Zhang Wayne Xin Zhao Ji-Rong Wen SSL 28 98 0 02 May 2022
GL-CLeF: A Global-Local Contrastive Learning Framework for Cross-lingual Spoken Language Understanding Libo Qin Qiguang Chen Tianbao Xie Qixin Li Jian-Guang Lou Wanxiang Che MingSung Kan 28 28 0 18 Apr 2022
DialAug: Mixing up Dialogue Contexts in Contrastive Learning for Robust Conversational Modeling Lahari Poddar Peiyao Wang J. Reinspach 11 5 0 15 Apr 2022
CLMLF:A Contrastive Learning and Multi-Layer Fusion Method for Multimodal Sentiment Detection Zhen Li Bing Xu Conghui Zhu T. Zhao 36 70 0 12 Apr 2022
Pretraining Text Encoders with Adversarial Mixture of Training Signal Generators Yu Meng Chenyan Xiong Payal Bajaj Saurabh Tiwary Paul N. Bennett Jiawei Han Xia Song MoE 29 16 0 07 Apr 2022
A Dual-Contrastive Framework for Low-Resource Cross-Lingual Named Entity Recognition Yingwen Fu Nankai Lin Ziyu Yang Shengyi Jiang 19 4 0 02 Apr 2022
Text Transformations in Contrastive Self-Supervised Learning: A Review Amrita Bhattacharjee Mansooreh Karami Huan Liu SSL 19 23 0 22 Mar 2022
Imputing Out-of-Vocabulary Embeddings with LOVE Makes Language Models Robust with Little Cost Lihu Chen Gaël Varoquaux Fabian M. Suchanek 13 14 0 15 Mar 2022
SCD: Self-Contrastive Decorrelation for Sentence Embeddings T. Klein Moin Nabi SSL 14 25 0 15 Mar 2022
WCL-BBCD: A Contrastive Learning and Knowledge Graph Approach to Named Entity Recognition Renjie Zhou Qian Hu Jian Wan Jilin Zhang Qiang Liu Tianxiang Hu Jian Li 20 3 0 14 Mar 2022
LaPraDoR: Unsupervised Pretrained Dense Retriever for Zero-Shot Text Retrieval Canwen Xu Daya Guo Nan Duan Julian McAuley RALM VLM 16 45 0 11 Mar 2022
A Sentence is Worth 128 Pseudo Tokens: A Semantic-Aware Contrastive Learning Framework for Sentence Embeddings Haochen Tan Wei Shao Han Wu Ke Yang Linqi Song 15 17 0 11 Mar 2022
Incorporating Hierarchy into Text Encoder: a Contrastive Learning Approach for Hierarchical Text Classification Zihan Wang Peiyi Wang Lianzhe Huang Xin Sun Houfeng Wang AILaw VLM 19 99 0 08 Mar 2022
Improving Health Mentioning Classification of Tweets using Contrastive Adversarial Training Pervaiz Iqbal Khan Shoaib Ahmed Siddiqui Imran Razzak Andreas Dengel Sheraz Ahmed 13 3 0 03 Mar 2022
Understanding Contrastive Learning Requires Incorporating Inductive Biases Nikunj Saunshi Jordan T. Ash Surbhi Goel Dipendra Kumar Misra Cyril Zhang Sanjeev Arora Sham Kakade A. Krishnamurthy SSL 19 109 0 28 Feb 2022
A Mutually Reinforced Framework for Pretrained Sentence Embeddings Junhan Yang Zheng Liu Shitao Xiao Jianxun Lian Lijun Wu Defu Lian Guangzhong Sun Xing Xie SSL 4 2 0 28 Feb 2022
UCTopic: Unsupervised Contrastive Learning for Phrase Representations and Topic Mining Jiacheng Li Jingbo Shang Julian McAuley 10 43 0 27 Feb 2022
Toward Interpretable Semantic Textual Similarity via Optimal Transport-based Contrastive Sentence Learning Seonghyeon Lee Dongha Lee Seongbo Jang Hwanjo Yu OT 14 19 0 26 Feb 2022
Exploring the Impact of Negative Samples of Contrastive Learning: A Case Study of Sentence Embedding Rui Cao Yihao Wang Y. Liang Ling Gao Jie Zheng Jie Ren Zheng Wang 19 34 0 26 Feb 2022
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings Malte Ostendorff Nils Rethmeier Isabelle Augenstein Bela Gipp Georg Rehm 11 73 0 14 Feb 2022
Metadata-Induced Contrastive Learning for Zero-Shot Multi-Label Text Classification Yu Zhang Zhihong Shen Chieh-Han Wu Boya Xie Junheng Hao Yexin Wang Kuansan Wang Jiawei Han VLM 6 27 0 11 Feb 2022
data2vec: A General Framework for Self-supervised Learning in Speech, Vision and Language Alexei Baevski Wei-Ning Hsu Qiantong Xu Arun Babu Jiatao Gu Michael Auli SSL VLM ViT 27 835 0 07 Feb 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 14 33 0 28 Jan 2022
C2-CRS: Coarse-to-Fine Contrastive Learning for Conversational Recommender System Yuanhang Zhou Kun Zhou Wayne Xin Zhao Cheng Wang Peng Jiang He Hu 25 52 0 04 Jan 2022
Supervised Graph Contrastive Pretraining for Text Classification Samujjwal Ghosh Subhadeep Maji M. Desarkar SSL 6 2 0 21 Dec 2021
Unsupervised Dense Information Retrieval with Contrastive Learning Gautier Izacard Mathilde Caron Lucas Hosseini Sebastian Riedel Piotr Bojanowski Armand Joulin Edouard Grave RALM 24 807 0 16 Dec 2021
From Dense to Sparse: Contrastive Pruning for Better Pre-trained Language Model Compression Runxin Xu Fuli Luo Chengyu Wang Baobao Chang Jun Huang Songfang Huang Fei Huang VLM 24 25 0 14 Dec 2021
DistilCSE: Effective Knowledge Distillation For Contrastive Sentence Embeddings Chaochen Gao Xing Wu Peng Wang Jue Wang Liangjun Zang Zhongyuan Wang Songlin Hu 12 3 0 10 Dec 2021
KGE-CL: Contrastive Learning of Tensor Decomposition Based Knowledge Graph Embeddings Zhiping Luo W. Xu Weiqing Liu Jiang Bian Jian Yin Tie-Yan Liu 17 6 0 09 Dec 2021
From Good to Best: Two-Stage Training for Cross-lingual Machine Reading Comprehension Nuo Chen Linjun Shou Ming Gong Jian Pei Daxin Jiang 24 16 0 09 Dec 2021
SimCLAD: A Simple Framework for Contrastive Learning of Acronym Disambiguation Bin Li Fei Xia Yixuan Weng Xiusheng Huang Bin Sun 9 4 0 29 Nov 2021
A Survey on Green Deep Learning Jingjing Xu Wangchunshu Zhou Zhiyi Fu Hao Zhou Lei Li VLM 71 83 0 08 Nov 2021
Towards the Generalization of Contrastive Self-Supervised Learning Weiran Huang Mingyang Yi Xuyang Zhao Zihao Jiang SSL 13 105 0 01 Nov 2021
RadBERT-CL: Factually-Aware Contrastive Learning For Radiology Report Classification Ajay Jaiswal Liyan Tang Meheli Ghosh J. Rousseau Yifan Peng Ying Ding MedIm 9 15 0 28 Oct 2021
CLLD: Contrastive Learning with Label Distance for Text Classification Jinhe Lan Qingyuan Zhan Chenhao Jiang Kunping Yuan Desheng Wang VLM 29 2 0 25 Oct 2021
Contrastive Document Representation Learning with Graph Attention Networks Peng-Tao Xu Xinchi Chen Xiaofei Ma Zhiheng Huang Bing Xiang 11 9 0 20 Oct 2021
Virtual Augmentation Supported Contrastive Learning of Sentence Representations Dejiao Zhang Wei Xiao Henghui Zhu Xiaofei Ma Andrew O. Arnold SSL 44 29 0 16 Oct 2021
Sentence-aware Contrastive Learning for Open-Domain Passage Retrieval Bohong Wu Zhuosheng Zhang Jinyuan Wang Hai Zhao VLM AI4TS 51 22 0 14 Oct 2021
Towards Learning (Dis)-Similarity of Source Code from Program Contrasts Yangruibo Ding Luca Buratti Saurabh Pujar Alessandro Morari Baishakhi Ray Saikat Chakraborty 8 36 0 08 Oct 2021
Revisiting Self-Training for Few-Shot Learning of Language Model Yiming Chen Yan Zhang Chen Zhang Grandee Lee Ran Cheng Haizhou Li 10 42 0 04 Oct 2021
Adaptive Multi-layer Contrastive Graph Neural Networks S. Shi Pengfei Xie Xu Luo Kai Qiao Linyuan Wang Jian Chen B. Yan OOD 19 5 0 29 Sep 2021
DialogueCSE: Dialogue-based Contrastive Learning of Sentence Embeddings Che Liu Rui Wang Jinghua Liu Jian Sun Fei Huang Luo Si 43 40 0 26 Sep 2021
Few-Shot Intent Detection via Contrastive Pre-Training and Fine-Tuning Jianguo Zhang Trung Bui Seunghyun Yoon Xiang Chen Zhiwei Liu Congying Xia Quan Hung Tran Walter Chang Philip Yu VLM 15 87 0 13 Sep 2021
Contrastive Learning for Context-aware Neural Machine TranslationUsing Coreference Information Yong-keun Hwang Hyungu Yun Kyomin Jung 22 11 0 13 Sep 2021
Pairwise Supervised Contrastive Learning of Sentence Representations Dejiao Zhang Shang-Wen Li Wei Xiao Henghui Zhu Ramesh Nallapati Andrew O. Arnold Bing Xiang SSL 55 50 0 12 Sep 2021
Efficient Contrastive Learning via Novel Data Augmentation and Curriculum Learning Seonghyeon Ye Jiseon Kim Alice H. Oh CLL VLM 24 21 0 10 Sep 2021
ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding Xing Wu Chaochen Gao Liangjun Zang Jizhong Han Zhongyuan Wang Songlin Hu SSL AILaw 31 129 0 09 Sep 2021
Self-supervised Contrastive Cross-Modality Representation Learning for Spoken Question Answering Chenyu You Nuo Chen Yuexian Zou SSL 19 62 0 08 Sep 2021