Self-Guided Contrastive Learning for BERT Sentence Representations

Annual Meeting of the Association for Computational Linguistics (ACL), 2021

3 June 2021

Papers citing "Self-Guided Contrastive Learning for BERT Sentence Representations"

50 / 103 papers shown

Title
Will Annotators Disagree? Identifying Subjectivity in Value-Laden Arguments Amir Homayounirad Enrico Liscio Tong Wang Catholijn M. Jonker Luciano C.Siebert 79 1 0 08 Sep 2025
Cropping outperforms dropout as an augmentation strategy for training self-supervised text embeddings Rita González-Márquez Philipp Berens D. Kobak SSL 128 0 0 05 Aug 2025
On The Role of Pretrained Language Models in General-Purpose Text Embeddings: A Survey Meishan Zhang Xin Zhang X. Zhao Shouzheng Huang Baotian Hu Min Zhang 213 3 0 28 Jul 2025
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering Zhonghao Li Kunpeng Zhang Jinghuai Ou Qi Zheng Xuming Hu 391 2 0 28 Apr 2025
Domain Adaptation for Japanese Sentence Embeddings with Contrastive Learning based on Synthetic Sentence Generation Zihao Chen H. Handa Miho Ohsaki Kimiaki Shirahama 218 1 0 12 Mar 2025
INTENT: Trajectory Prediction Framework with Intention-Guided Contrastive Clustering Yihong Tang Wei-Ying Ma 229 2 0 06 Mar 2025
Set-Theoretic Compositionality of Sentence Embeddings Naman Bansal Yash Mahajan Sanjeev Kumar Sinha S. Karmaker CoGe 205 0 0 28 Feb 2025
FairDgcl: Fairness-aware Recommendation with Dynamic Graph Contrastive LearningIEEE Transactions on Knowledge and Data Engineering (TKDE), 2024 Wei Chen Meng Yuan Zhao Zhang Ruobing Xie Fuzhen Zhuang Deqing Wang Rui Liu 214 3 0 23 Oct 2024
Controllable Discovery of Intents: Incremental Deep Clustering Using Semi-Supervised Contrastive LearningInternational Joint Conference on Natural Language Processing (IJCNLP), 2024 Mrinal Rawat Hithesh Sankararaman Victor Barrès 248 0 0 18 Oct 2024
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Peichao Lai Zhengfeng Zhang Wentao Zhang Fangcheng Fu Huang Leng 400 0 0 19 Sep 2024
Negative Sampling in Recommendation: A Survey and Future Directions Javier Yong Ruobing Xie Lei Meng Fuli Feng Xiaoyu Du Xingwu Sun Zhanhui Kang Xiangxu Meng 185 13 0 11 Sep 2024
HiLight: A Hierarchy-aware Light Global Model with Hierarchical Local ConTrastive Learning Zhijian Chen Zhonghua Li Jianxin Yang Ye Qi VLM 147 1 0 11 Aug 2024
Enhancing Idiomatic Representation in Multiple Languages via an Adaptive Contrastive Triplet Loss Wei He M. Idiart Carolina Scarton Aline Villavicencio 162 5 0 21 Jun 2024
Randomized Geometric Algebra Methods for Convex Neural Networks Yifei Wang Sungyoon Kim Paul Chu Indu Subramaniam Mert Pilanci AAML 292 1 0 04 Jun 2024
Dual-perspective Cross Contrastive Learning in Graph Transformers Zelin Yao Chuang Liu Xueqi Ma Mukun Chen Hongzhi Zhang Xiantao Cai Bo Du Wenbin Hu 180 0 0 01 Jun 2024
Multilingual Sentence-T5: Scalable Sentence Encoders for Multilingual Applications Chihiro Yano Akihiko Fukuchi Shoko Fukasawa Hideyuki Tachibana Yotaro Watanabe 160 7 0 26 Mar 2024
KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with Adaptive Angular margin Contrastive Learning Cong-Duy Nguyen Thong Nguyen Xiaobao Wu Anh Tuan Luu 165 16 0 26 Mar 2024
Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning Philipp Borchert Jochen De Weerdt Marie-Francine Moens 194 7 0 25 Mar 2024
Hyper-CL: Conditioning Sentence Representations with HypernetworksAnnual Meeting of the Association for Computational Linguistics (ACL), 2024 Young Hyun Yoo Jii Cha Changhyeon Kim Taeuk Kim 120 7 0 14 Mar 2024
FaultProfIT: Hierarchical Fault Profiling of Incident Tickets in Large-scale Cloud Systems Junjie Huang Jinyang Liu Zhuangbin Chen Zhihan Jiang Yichen Li Jiazhen Gu Cong Feng Zengyin Yang Yongqiang Yang Michael R. Lyu 202 15 0 27 Feb 2024
DenoSent: A Denoising Objective for Self-Supervised Sentence Representation LearningAAAI Conference on Artificial Intelligence (AAAI), 2024 Xinghao Wang Junliang He Pengyu Wang Yunhua Zhou Tianxiang Sun Xipeng Qiu AI4TS 144 8 0 24 Jan 2024
Sim-GPT: Text Similarity via GPT Annotated Data Shuhe Wang Beiming Cao Shengyu Zhang Xiaoya Li Jiwei Li Leilei Gan Guoyin Wang Eduard Hovy 163 4 0 09 Dec 2023
Weakly Supervised Detection of Hallucinations in LLM Activations Miriam Rateike C. Cintas John Wamburu Tanya Akumu Skyler Speakman 219 19 0 05 Dec 2023
Translation Aligned Sentence Embeddings for Turkish Language Eren Unlu Unver Ciftci 145 1 0 16 Nov 2023
Personality Style Recognition via Machine Learning: Identifying Anaclitic and Introjective Personality Styles from Patients' Speech Semere Kiros Bitew Vincent Schelstraete Klim Zaporojets K. V. Nieuwenhove R. Meganck Chris Develder 76 0 0 07 Nov 2023
An Efficient Self-Supervised Cross-View Training For Sentence EmbeddingTransactions of the Association for Computational Linguistics (TACL), 2023 Peerat Limkonchotiwat Wuttikorn Ponwitayarat Lalita Lowphansirikul Can Udomcharoenchaikit Ekapol Chuangsuwanich Sarana Nutanong SSL AI4TS 185 5 0 06 Nov 2023
A Diffusion Weighted Graph Framework for New Intent DiscoveryConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Wenkai Shi Wenbin An Feng Tian Qinghua Zheng Qianying Wang Ping Chen DiffM 177 12 0 24 Oct 2023
Harnessing Attention Mechanisms: Efficient Sequence Reduction using Attention-based Autoencoders Daniel Biermann Fabrizio Palumbo Morten Goodwin Ole-Christoffer Granmo 276 0 0 23 Oct 2023
DistillCSE: Distilled Contrastive Learning for Sentence Embeddings Jiahao Xu Wei Shao Lihui Chen Lemao Liu FedML 293 8 0 20 Oct 2023
Multi-level Contrastive Learning for Script-based Character Understanding Dawei Li Hengyuan Zhang Yanran Li Shiping Yang 248 17 0 20 Oct 2023
Language Models are Universal Embedders Xin Zhang Zehan Li Yanzhao Zhang Dingkun Long Pengjun Xie Meishan Zhang Min Zhang KELM ELM 559 12 0 12 Oct 2023
SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text Generation Abe Bohan Hou Jingyu Zhang Tianxing He Yichen Wang Yung-Sung Chuang Hongwei Wang Lingfeng Shen Benjamin Van Durme Daniel Khashabi Yulia Tsvetkov WaLM 209 37 0 06 Oct 2023
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-DistillationEuropean Conference on Artificial Intelligence (ECAI), 2023 Nguyen Anh Tu Hoang Thi Thu Uyen Tu Minh Phuong Ngo Xuan Bach VLM 175 8 0 28 Aug 2023
CMLM-CSE: Based on Conditional MLM Contrastive Learning for Sentence Embeddings Zhang Wei Xu Chen 101 2 0 16 Jun 2023
Generate to Understand for Representation Changshan Xue Xiande Zhong Xiaoqing Liu VLM 288 0 0 14 Jun 2023
Contrastive Bootstrapping for Label RefinementAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Shudi Hou Yu Xia Muhao Chen Sujian Li 138 0 0 07 Jun 2023
Systematic Analysis of Music Representations from BERT Sangjun Han H. Ihm Woohyung Lim 140 2 0 06 Jun 2023
Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence SimilarityAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Katharina Hämmerl Alina Fastowski Jindrich Libovický Kangyang Luo 329 10 0 01 Jun 2023
Controlled Text Generation with Hidden Representation TransformationsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Vaibhav Kumar H. Koorehdavoudi Masud Moshtaghi Amita Misra Ankit Chadha Emilio Ferrara 206 3 0 30 May 2023
Whitening-based Contrastive Learning of Sentence EmbeddingsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Wenjie Zhuo Yifan Sun Xiaohan Wang Linchao Zhu Yezhou Yang 167 31 0 28 May 2023
RankCSE: Unsupervised Sentence Representations Learning via Learning to RankAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Jiduan Liu Jiahao Liu Qifan Wang Jingang Wang Wei Wu Yunsen Xian Dongyan Zhao Kai Chen Rui Yan SSL 225 49 0 26 May 2023
SimCSE++: Improving Contrastive Learning for Sentence Embeddings from Two PerspectivesConference on Empirical Methods in Natural Language Processing (EMNLP), 2023 Jiahao Xu Wei Shao Lihu Chen Lemao Liu 288 31 0 22 May 2023
A Comprehensive Survey of Sentence Representations: From the BERT Epoch to the ChatGPT Era and BeyondConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023 Abhinav Ramesh Kashyap Thang-Tung Nguyen Viktor Schlegel Stefan Winkler See-Kiong Ng Soujanya Poria AI4TS 3DV SSL 162 15 0 22 May 2023
Clustering-Aware Negative Sampling for Unsupervised Sentence RepresentationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Jinghao Deng Fanqi Wan Tao Yang Xiaojun Quan Rui Wang SSL 110 14 0 17 May 2023
Unsupervised Sentence Representation Learning with Frequency-induced Adversarial Tuning and Incomplete Sentence FilteringNeural Networks (Neural Netw.), 2023 Bing Wang Ximing Li Zhiyao Yang Yuanyuan Guan Jiayin Li Sheng-sheng Wang 195 8 0 15 May 2023
"Nothing Abnormal": Disambiguating Medical Reports via Contrastive Knowledge InfusionAAAI Conference on Artificial Intelligence (AAAI), 2023 Zexue He An Yan Amilcare Gentili Julian McAuley Chun-Nan Hsu MedIm 220 3 0 15 May 2023
Evaluating Embedding APIs for Information RetrievalAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Ehsan Kamalloo Xinyu Crystina Zhang Odunayo Ogundepo Nandan Thakur David Alfonso-Hermelo Mehdi Rezagholizadeh Jimmy J. Lin RALM 261 26 0 10 May 2023
Alleviating Over-smoothing for Unsupervised Sentence RepresentationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023 Polydoros Giannouris Linjun Shou Ming Gong Jian Pei Bowen Cao Jianhui Chang Daxin Jiang Jia Li SSL 177 23 0 09 May 2023
Part Aware Contrastive Learning for Self-Supervised Action RecognitionInternational Joint Conference on Artificial Intelligence (IJCAI), 2023 Yilei Hua Wenhan Wu Ce Zheng Aidong Lu Mengyuan Liu Chong Chen Shiqian Wu SSL 339 53 0 01 May 2023
ESCL: Equivariant Self-Contrastive Learning for Sentence RepresentationsIEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2023 Jie Liu Yixuan Liu Xue Han Chao Deng Junlan Feng SSL 150 3 0 09 Mar 2023