DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations

5 June 2020

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

50 / 80 papers shown

Title
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering Zhonghao Li Kunpeng Zhang Jinghuai Ou Shuliang Liu Xuming Hu 64 0 0 28 Apr 2025
A Simple Graph Contrastive Learning Framework for Short Text Classification Yonghao Liu Fausto Giunchiglia Lan Huang Ximing Li Xiaoyue Feng Renchu Guan 34 0 0 17 Jan 2025
Online Multi-level Contrastive Representation Distillation for Cross-Subject fNIRS Emotion Recognition Zhili Lai Chunmei Qing Junpeng Tan Wanxiang Luo Xiangmin Xu 21 1 0 24 Sep 2024
Cross-Lingual Word Alignment for ASEAN Languages with Contrastive Learning Jingshen Zhang Xinying Qiu Teng Shen Wenyu Wang Kailin Zhang Wenhe Feng 35 0 0 06 Jul 2024
Look Ahead or Look Around? A Theoretical Comparison Between Autoregressive and Masked Pretraining Qi Zhang Tianqi Du Haotian Huang Yifei Wang Yisen Wang 34 3 0 01 Jul 2024
Heterogeneous Contrastive Learning for Foundation Models and Beyond Lecheng Zheng Baoyu Jing Zihao Li Hanghang Tong Jingrui He VLM 30 19 0 30 Mar 2024
Towards Deviation-Robust Agent Navigation via Perturbation-Aware Contrastive Learning Bingqian Lin Yanxin Long Yi Zhu Fengda Zhu Xiaodan Liang QiXiang Ye Liang Lin 29 5 0 09 Mar 2024
On the Difficulty of Defending Contrastive Learning against Backdoor Attacks Changjiang Li Ren Pang Bochuan Cao Zhaohan Xi Jinghui Chen Shouling Ji Ting Wang AAML 36 6 0 14 Dec 2023
A Robust Semantics-based Watermark for Large Language Model against Paraphrasing Jie Ren Han Xu Yiding Liu Yingqian Cui Shuaiqiang Wang Dawei Yin Jiliang Tang OffRL 23 44 0 15 Nov 2023
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE Peng-Fei Hou Xingyu Li 20 6 0 10 Oct 2023
IDTraffickers: An Authorship Attribution Dataset to link and connect Potential Human-Trafficking Operations on Text Escort Advertisements V. Saxena Benjamin Bashpole Gijs Van Dijck Gerasimos Spanakis 40 2 0 09 Oct 2023
AspectCSE: Sentence Embeddings for Aspect-based Semantic Textual Similarity Using Contrastive Learning and Structured Knowledge Tim Schopf Emanuel Gerber Malte Ostendorff Florian Matthes 48 4 0 15 Jul 2023
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and Beyond Abhinav Ramesh Kashyap Thang-Tung Nguyen Viktor Schlegel Stefan Winkler See-Kiong Ng Soujanya Poria AI4TS 3DV SSL 34 6 0 22 May 2023
Analysis of Climate Campaigns on Social Media using Bayesian Model Averaging Tunazzina Islam Ruqi Zhang Dan Goldwasser 32 3 0 06 May 2023
Denoising Cosine Similarity: A Theory-Driven Approach for Efficient Representation Learning Takumi Nakagawa Y. Sanada Hiroki Waida Yuhui Zhang Yuichiro Wada K. Takanashi Tomonori Yamada Takafumi Kanamori DiffM 19 5 0 19 Apr 2023
Finding Similar Exercises in Retrieval Manner Tongwen Huang Xihua Li Chao Yi Xuemin Zhao Yunbo Cao 23 0 0 15 Mar 2023
Detecting Contextomized Quotes in News Headlines by Contrastive Learning Seonyeong Song Hyeonho Song Kunwoo Park Jiyoung Han M. Cha 19 1 0 09 Feb 2023
Cluster-Level Contrastive Learning for Emotion Recognition in Conversations Kailai Yang Tianlin Zhang Hassan Alhuzali Sophia Ananiadou 29 43 0 07 Feb 2023
Modeling Sequential Sentence Relation to Improve Cross-lingual Dense Retrieval Shunyu Zhang Yaobo Liang Ming Gong Daxin Jiang Nan Duan 21 4 0 03 Feb 2023
Towards Personalized Review Summarization by Modeling Historical Reviews from Customer and Product Separately Xin Cheng Shen Gao Yuchi Zhang Yongliang Wang Xiuying Chen Mingzhe Li Dongyan Zhao Rui Yan 18 10 0 27 Jan 2023
Feature-Level Debiased Natural Language Understanding Yougang Lyu Piji Li Yechang Yang Maarten de Rijke Pengjie Ren Yukun Zhao Dawei Yin Z. Ren 26 10 0 11 Dec 2022
Few-shot Object Detection with Refined Contrastive Learning Zeyu Shangguan Lian Huai Tong Liu Xingqun Jiang 17 7 0 24 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 27 10 0 21 Nov 2022
SeDR: Segment Representation Learning for Long Documents Dense Retrieval Junying Chen Qingcai Chen Dongfang Li Yutao Huang 20 6 0 20 Nov 2022
Discriminative Speaker Representation via Contrastive Learning with Class-Aware Attention in Angular Space Zhe Li Man-Wai Mak Helen M. Meng 26 9 0 29 Oct 2022
Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddings Jian Zhu Zuoyu Tian Yadong Liu Cong Zhang Chia-wen Lo SSL 30 2 0 23 Oct 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations Zilu Tang Muhammed Yusuf Kocyigit Derry Wijaya 35 8 0 20 Oct 2022
Closed-book Question Generation via Contrastive Learning Xiangjue Dong Jiaying Lu Jianling Wang James Caverlee 29 8 0 13 Oct 2022
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning Dongsheng Zhu Zhenyu Mao Jinghui Lu Rui Zhao Fei Tan 26 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
Data Poisoning Attacks Against Multimodal Encoders Ziqing Yang Xinlei He Zheng Li Michael Backes Mathias Humbert Pascal Berrang Yang Zhang AAML 110 45 0 30 Sep 2022
Non-Linguistic Supervision for Contrastive Learning of Sentence Embeddings Yiren Jian Chongyang Gao Soroush Vosoughi SSL 23 15 0 20 Sep 2022
CrossDial: An Entertaining Dialogue Dataset of Chinese Crosstalk Baizhou Huang Shikang Du Xiao-Yi Wan 16 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 Yu Wu Liqian Yu VLM 25 1 0 23 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 29 10 0 12 Aug 2022
Domain Confused Contrastive Learning for Unsupervised Domain Adaptation Quanyu Long Tianze Luo Wenya Wang Sinno Jialin Pan 51 8 0 10 Jul 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
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 26 40 0 25 May 2022
EASE: Entity-Aware Contrastive Learning of Sentence Embedding Sosuke Nishikawa Ryokan Ri Ikuya Yamada Yoshimasa Tsuruoka Isao Echizen 20 29 0 09 May 2022
Contrastive Learning for Improving ASR Robustness in Spoken Language Understanding Yanfeng Chang Yun-Nung Chen 20 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 19 3 0 26 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
Contextual Representation Learning beyond Masked Language Modeling Zhiyi Fu Wangchunshu Zhou Jingjing Xu Hao Zhou Lei Li 28 25 0 08 Apr 2022
CoCoSoDa: Effective Contrastive Learning for Code Search Ensheng Shi Yanlin Wang Wenchao Gu Lun Du Hongyu Zhang Shi Han Dongmei Zhang Hongbin Sun 28 33 0 07 Apr 2022
SCD: Self-Contrastive Decorrelation for Sentence Embeddings T. Klein Moin Nabi SSL 27 25 0 15 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
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 11 2 0 28 Feb 2022
Neighborhood Contrastive Learning for Scientific Document Representations with Citation Embeddings Malte Ostendorff Nils Rethmeier Isabelle Augenstein Bela Gipp Georg Rehm 19 73 0 14 Feb 2022