DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations

5 June 2020

Papers citing "DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations"

50 / 242 papers shown

Title
Feature-Level Debiased Natural Language Understanding Yougang Lyu Piji Li Yechang Yang Maarten de Rijke Pengjie Ren Yukun Zhao Dawei Yin Z. Ren 32 10 0 11 Dec 2022
Few-shot Object Detection with Refined Contrastive Learning Zeyu Shangguan Lian Huai Tong Liu Xingqun Jiang 25 7 0 24 Nov 2022
Relation-dependent Contrastive Learning with Cluster Sampling for Inductive Relation Prediction Jianfeng Wu Sijie Mai Haifeng Hu 21 0 0 22 Nov 2022
Multi-Level Knowledge Distillation for Out-of-Distribution Detection in Text Qianhui Wu Huiqiang Jiang Haonan Yin Börje F. Karlsson Chin-Yew Lin 35 10 0 21 Nov 2022
SeDR: Segment Representation Learning for Long Documents Dense Retrieval Junying Chen Qingcai Chen Dongfang Li Yutao Huang 28 6 0 20 Nov 2022
Contrastive Learning with Prompt-derived Virtual Semantic Prototypes for Unsupervised Sentence Embedding Jiali Zeng Yongjing Yin Yu Jiang Shuangzhi Wu Yunbo Cao SSL 27 13 0 07 Nov 2022
Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning Framework Yiming Chen Yan Zhang Bin Wang Zuozhu Liu Haizhou Li 40 25 0 30 Oct 2022
Discriminative Speaker Representation via Contrastive Learning with Class-Aware Attention in Angular Space Zhe Li Man-Wai Mak Helen M. Meng 34 9 0 29 Oct 2022
Dial2vec: Self-Guided Contrastive Learning of Unsupervised Dialogue Embeddings Che Liu Rui Wang Junfeng Jiang Yongbin Li Fei Huang SSL 36 8 0 27 Oct 2022
Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings Jian Zhu Zuoyu Tian Yadong Liu Cong Zhang Chia-wen Lo SSL 32 2 0 23 Oct 2022
Exploring Representation-Level Augmentation for Code Search Haochen Li Steven C. H. Hoi Cyril Leung Yanxian Huang Yuan Huang Hongyu Zhang Yanlin Wang 53 19 0 21 Oct 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations Zilu Tang Muhammed Yusuf Kocyigit Derry Wijaya 35 9 0 20 Oct 2022
Weakly Supervised Learning for Analyzing Political Campaigns on Facebook Tunazzina Islam Shamik Roy Dan Goldwasser 18 6 0 19 Oct 2022
Retrofitting Multilingual Sentence Embeddings with Abstract Meaning Representation Deng Cai Xin Li Jackie Chun-Sing Ho Lidong Bing W. Lam 23 6 0 18 Oct 2022
Mars: Modeling Context & State Representations with Contrastive Learning for End-to-End Task-Oriented Dialog Haipeng Sun Junwei Bao Youzheng Wu Xiaodong He 39 12 0 17 Oct 2022
Closed-book Question Generation via Contrastive Learning Xiangjue Dong Jiaying Lu Jianling Wang James Caverlee 37 8 0 13 Oct 2022
Contrastive Trajectory Similarity Learning with Dual-Feature Attention Yanchuan Chang Jianzhong Qi Keli Zhang E. Tanin 24 33 0 11 Oct 2022
Multilingual Representation Distillation with Contrastive Learning Weiting Tan Kevin Heffernan Holger Schwenk Philipp Koehn 43 16 0 10 Oct 2022
Robustification of Multilingual Language Models to Real-world Noise in Crosslingual Zero-shot Settings with Robust Contrastive Pretraining Asa Cooper Stickland Sailik Sengupta Jason Krone Saab Mansour He He 52 7 0 10 Oct 2022
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning Dongsheng Zhu Zhenyu Mao Jinghui Lu Rui Zhao Fei Tan 36 1 0 08 Oct 2022
Learning functional sections in medical conversations: iterative pseudo-labeling and human-in-the-loop approach Mengqian Wang Ilya Valmianski X. Amatriain Anitha Kannan 26 2 0 06 Oct 2022
ContraCLM: Contrastive Learning For Causal Language Model Nihal Jain Dejiao Zhang Wasi Uddin Ahmad Zijian Wang Feng Nan ... Ramesh Nallapati Baishakhi Ray Parminder Bhatia Xiaofei Ma Bing Xiang 31 16 0 03 Oct 2022
Data Poisoning Attacks Against Multimodal Encoders Ziqing Yang Xinlei He Zheng Li Michael Backes Mathias Humbert Pascal Berrang Yang Zhang AAML 116 45 0 30 Sep 2022
Supervised Contrastive Learning as Multi-Objective Optimization for Fine-Tuning Large Pre-trained Language Models Youness Moukafih Mounir Ghogho Kamel Smaïli AAML 13 4 0 28 Sep 2022
An Information Minimization Based Contrastive Learning Model for Unsupervised Sentence Embeddings Learning Shaobin Chen Jie Zhou Yuling Sun Liang He SSL 23 6 0 22 Sep 2022
Non-Linguistic Supervision for Contrastive Learning of Sentence Embeddings Yiren Jian Chongyang Gao Soroush Vosoughi SSL 31 15 0 20 Sep 2022
CrossDial: An Entertaining Dialogue Dataset of Chinese Crosstalk Baizhou Huang Shikang Du Xiao-Yi Wan 22 0 0 03 Sep 2022
CLOWER: A Pre-trained Language Model with Contrastive Learning over Word and Character Representations Borun Chen Hongyin Tang Jiahao Bu Kai Zhang Jingang Wang Qifan Wang Haitao Zheng Wei Wu Liqian Yu VLM 27 1 0 23 Aug 2022
CMSBERT-CLR: Context-driven Modality Shifting BERT with Contrastive Learning for linguistic, visual, acoustic Representations Junghun Kim Jihie Kim 25 2 0 21 Aug 2022
Neural Embeddings for Text Oleg V. Vasilyev John Bohannon MILM 13 2 0 17 Aug 2022
RenyiCL: Contrastive Representation Learning with Skew Renyi Divergence Kyungmin Lee Jinwoo Shin SSL DRL 31 10 0 12 Aug 2022
COCOA: Cross Modality Contrastive Learning for Sensor Data Shohreh Deldari Hao Xue Aaqib Saeed Daniel V. Smith Flora D. Salim SSL 48 38 0 31 Jul 2022
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation Quanyu Long Tianze Luo Wenya Wang Sinno Jialin Pan 57 8 0 10 Jul 2022
Evaluation of Contrastive Learning with Various Code Representations for Code Clone Detection Maksim Zubkov Egor Spirin Egor Bogomolov T. Bryksin 46 4 0 17 Jun 2022
Beyond Just Vision: A Review on Self-Supervised Representation Learning on Multimodal and Temporal Data Shohreh Deldari Hao Xue Aaqib Saeed Jiayuan He Daniel V. Smith Flora D. Salim AI4TS 32 37 0 06 Jun 2022
EMS: Efficient and Effective Massively Multilingual Sentence Embedding Learning Zhuoyuan Mao Chenhui Chu Sadao Kurohashi 43 1 0 31 May 2022
A Multi-level Supervised Contrastive Learning Framework for Low-Resource Natural Language Inference Shuang Li Xuming Hu Li Lin Aiwei Liu Lijie Wen Philip S. Yu 33 18 0 31 May 2022
Your Contrastive Learning Is Secretly Doing Stochastic Neighbor Embedding Tianyang Hu Zhili Liu Fengwei Zhou Wei Cao Weiran Huang SSL 47 26 0 30 May 2022
Learning Dialogue Representations from Consecutive Utterances Zhihan Zhou Dejiao Zhang Wei Xiao Nicholas Dingwall Xiaofei Ma Andrew O. Arnold Bing Xiang SSL 59 21 0 26 May 2022
New Intent Discovery with Pre-training and Contrastive Learning Yuwei Zhang Haode Zhang Li-Ming Zhan Albert Y.S. Lam Albert Y. S. Lam SSL VLM 45 41 0 25 May 2022
Pre-training Transformer Models with Sentence-Level Objectives for Answer Sentence Selection Luca Di Liello Siddhant Garg Luca Soldaini Alessandro Moschitti 21 17 0 20 May 2022
Arithmetic-Based Pretraining -- Improving Numeracy of Pretrained Language Models Dominic Petrak N. Moosavi Iryna Gurevych AIMat 29 2 0 13 May 2022
EASE: Entity-Aware Contrastive Learning of Sentence Embedding Sosuke Nishikawa Ryokan Ri Ikuya Yamada Yoshimasa Tsuruoka Isao Echizen 28 29 0 09 May 2022
Label-aware Multi-level Contrastive Learning for Cross-lingual Spoken Language Understanding Shining Liang Linjun Shou Jian Pei Ming Gong Wanli Zuo Xianglin Zuo Daxin Jiang 30 7 0 07 May 2022
Paragraph-based Transformer Pre-training for Multi-Sentence Inference Luca Di Liello Siddhant Garg Luca Soldaini Alessandro Moschitti 12 8 0 02 May 2022
Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding Yanfeng Chang Yun-Nung Chen 28 9 0 02 May 2022
When do Contrastive Word Alignments Improve Many-to-many Neural Machine Translation? Zhuoyuan Mao Chenhui Chu Raj Dabre Haiyue Song Zhen Wan Sadao Kurohashi 27 3 0 26 Apr 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 44 220 0 21 Apr 2022
DialAug: Mixing up Dialogue Contexts in Contrastive Learning for Robust Conversational Modeling Lahari Poddar Peiyao Wang J. Reinspach 19 5 0 15 Apr 2022
Contrastive Demonstration Tuning for Pre-trained Language Models Xiaozhuan Liang Ningyu Zhang Shuyang Cheng Zhenru Zhang Chuanqi Tan Huajun Chen VLM ALM VPVLM 47 9 0 09 Apr 2022