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Self-Guided Contrastive Learning for BERT Sentence Representations

Self-Guided Contrastive Learning for BERT Sentence Representations

Annual Meeting of the Association for Computational Linguistics (ACL), 2021
3 June 2021
Taeuk Kim
Kang Min Yoo
Sang-goo Lee
    SSL
ArXiv (abs)PDFHTML

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

50 / 103 papers shown
Will Annotators Disagree? Identifying Subjectivity in Value-Laden Arguments
Will Annotators Disagree? Identifying Subjectivity in Value-Laden Arguments
Amir Homayounirad
Enrico Liscio
Tong Wang
Catholijn M. Jonker
Luciano C.Siebert
88
1
0
08 Sep 2025
Cropping outperforms dropout as an augmentation strategy for training self-supervised text embeddings
Cropping outperforms dropout as an augmentation strategy for training self-supervised text embeddings
Rita González-Márquez
Philipp Berens
D. Kobak
SSL
156
0
0
05 Aug 2025
On The Role of Pretrained Language Models in General-Purpose Text Embeddings: A Survey
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
255
3
0
28 Jul 2025
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering
Zhonghao Li
Kunpeng Zhang
Jinghuai Ou
Qi Zheng
Xuming Hu
432
3
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
255
1
0
12 Mar 2025
INTENT: Trajectory Prediction Framework with Intention-Guided Contrastive Clustering
Yihong Tang
Wei-Ying Ma
273
3
0
06 Mar 2025
Set-Theoretic Compositionality of Sentence Embeddings
Set-Theoretic Compositionality of Sentence Embeddings
Naman Bansal
Yash Mahajan
Sanjeev Kumar Sinha
S. Karmaker
CoGe
257
0
0
28 Feb 2025
FairDgcl: Fairness-aware Recommendation with Dynamic Graph Contrastive
  Learning
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
248
5
0
23 Oct 2024
Controllable Discovery of Intents: Incremental Deep Clustering Using
  Semi-Supervised Contrastive Learning
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
295
0
0
18 Oct 2024
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning
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
445
0
0
19 Sep 2024
Negative Sampling in Recommendation: A Survey and Future Directions
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
202
13
0
11 Sep 2024
HiLight: A Hierarchy-aware Light Global Model with Hierarchical Local
  ConTrastive Learning
HiLight: A Hierarchy-aware Light Global Model with Hierarchical Local ConTrastive Learning
Zhijian Chen
Zhonghua Li
Jianxin Yang
Ye Qi
VLM
170
1
0
11 Aug 2024
Enhancing Idiomatic Representation in Multiple Languages via an Adaptive
  Contrastive Triplet Loss
Enhancing Idiomatic Representation in Multiple Languages via an Adaptive Contrastive Triplet Loss
Wei He
M. Idiart
Carolina Scarton
Aline Villavicencio
203
5
0
21 Jun 2024
Randomized Geometric Algebra Methods for Convex Neural Networks
Randomized Geometric Algebra Methods for Convex Neural Networks
Yifei Wang
Sungyoon Kim
Paul Chu
Indu Subramaniam
Mert Pilanci
AAML
326
1
0
04 Jun 2024
Dual-perspective Cross Contrastive Learning in Graph Transformers
Dual-perspective Cross Contrastive Learning in Graph Transformers
Zelin Yao
Chuang Liu
Xueqi Ma
Mukun Chen
Hongzhi Zhang
Xiantao Cai
Bo Du
Wenbin Hu
203
0
0
01 Jun 2024
Multilingual Sentence-T5: Scalable Sentence Encoders for Multilingual
  Applications
Multilingual Sentence-T5: Scalable Sentence Encoders for Multilingual Applications
Chihiro Yano
Akihiko Fukuchi
Shoko Fukasawa
Hideyuki Tachibana
Yotaro Watanabe
181
7
0
26 Mar 2024
KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with
  Adaptive Angular margin Contrastive Learning
KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with Adaptive Angular margin Contrastive Learning
Cong-Duy Nguyen
Thong Nguyen
Xiaobao Wu
Anh Tuan Luu
221
16
0
26 Mar 2024
Efficient Information Extraction in Few-Shot Relation Classification
  through Contrastive Representation Learning
Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning
Philipp Borchert
Jochen De Weerdt
Marie-Francine Moens
251
8
0
25 Mar 2024
Hyper-CL: Conditioning Sentence Representations with Hypernetworks
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
158
7
0
14 Mar 2024
FaultProfIT: Hierarchical Fault Profiling of Incident Tickets in
  Large-scale Cloud Systems
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
246
15
0
27 Feb 2024
DenoSent: A Denoising Objective for Self-Supervised Sentence
  Representation Learning
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
162
9
0
24 Jan 2024
Sim-GPT: Text Similarity via GPT Annotated Data
Sim-GPT: Text Similarity via GPT Annotated Data
Shuhe Wang
Beiming Cao
Shengyu Zhang
Xiaoya Li
Jiwei Li
Leilei Gan
Guoyin Wang
Eduard Hovy
207
4
0
09 Dec 2023
Weakly Supervised Detection of Hallucinations in LLM Activations
Weakly Supervised Detection of Hallucinations in LLM Activations
Miriam Rateike
C. Cintas
John Wamburu
Tanya Akumu
Skyler Speakman
249
20
0
05 Dec 2023
Translation Aligned Sentence Embeddings for Turkish Language
Translation Aligned Sentence Embeddings for Turkish Language
Eren Unlu
Unver Ciftci
189
1
0
16 Nov 2023
Personality Style Recognition via Machine Learning: Identifying
  Anaclitic and Introjective Personality Styles from Patients' Speech
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
91
0
0
07 Nov 2023
An Efficient Self-Supervised Cross-View Training For Sentence Embedding
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
SSLAI4TS
205
5
0
06 Nov 2023
A Diffusion Weighted Graph Framework for New Intent Discovery
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
211
12
0
24 Oct 2023
Harnessing Attention Mechanisms: Efficient Sequence Reduction using
  Attention-based Autoencoders
Harnessing Attention Mechanisms: Efficient Sequence Reduction using Attention-based Autoencoders
Daniel Biermann
Fabrizio Palumbo
Morten Goodwin
Ole-Christoffer Granmo
299
0
0
23 Oct 2023
DistillCSE: Distilled Contrastive Learning for Sentence Embeddings
DistillCSE: Distilled Contrastive Learning for Sentence Embeddings
Jiahao Xu
Wei Shao
Lihui Chen
Lemao Liu
FedML
348
8
0
20 Oct 2023
Multi-level Contrastive Learning for Script-based Character
  Understanding
Multi-level Contrastive Learning for Script-based Character Understanding
Dawei Li
Hengyuan Zhang
Yanran Li
Shiping Yang
269
17
0
20 Oct 2023
Language Models are Universal Embedders
Language Models are Universal Embedders
Xin Zhang
Zehan Li
Yanzhao Zhang
Dingkun Long
Pengjun Xie
Meishan Zhang
Min Zhang
KELMELM
614
12
0
12 Oct 2023
SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text
  Generation
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
234
37
0
06 Oct 2023
Joint Multiple Intent Detection and Slot Filling with Supervised
  Contrastive Learning and Self-Distillation
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
197
9
0
28 Aug 2023
CMLM-CSE: Based on Conditional MLM Contrastive Learning for Sentence
  Embeddings
CMLM-CSE: Based on Conditional MLM Contrastive Learning for Sentence Embeddings
Zhang Wei
Xu Chen
109
2
0
16 Jun 2023
Generate to Understand for Representation
Generate to Understand for Representation
Changshan Xue
Xiande Zhong
Xiaoqing Liu
VLM
297
0
0
14 Jun 2023
Contrastive Bootstrapping for Label Refinement
Contrastive Bootstrapping for Label RefinementAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Shudi Hou
Yu Xia
Muhao Chen
Sujian Li
155
0
0
07 Jun 2023
Systematic Analysis of Music Representations from BERT
Systematic Analysis of Music Representations from BERT
Sangjun Han
H. Ihm
Woohyung Lim
150
2
0
06 Jun 2023
Exploring Anisotropy and Outliers in Multilingual Language Models for
  Cross-Lingual Semantic Sentence Similarity
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
365
13
0
01 Jun 2023
Controlled Text Generation with Hidden Representation Transformations
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
228
3
0
30 May 2023
Whitening-based Contrastive Learning of Sentence Embeddings
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
176
34
0
28 May 2023
RankCSE: Unsupervised Sentence Representations Learning via Learning to
  Rank
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
244
49
0
26 May 2023
SimCSE++: Improving Contrastive Learning for Sentence Embeddings from
  Two Perspectives
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
299
31
0
22 May 2023
A Comprehensive Survey of Sentence Representations: From the BERT Epoch
  to the ChatGPT Era and Beyond
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
AI4TS3DVSSL
193
16
0
22 May 2023
Clustering-Aware Negative Sampling for Unsupervised Sentence
  Representation
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
138
15
0
17 May 2023
Unsupervised Sentence Representation Learning with Frequency-induced
  Adversarial Tuning and Incomplete Sentence Filtering
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
219
8
0
15 May 2023
"Nothing Abnormal": Disambiguating Medical Reports via Contrastive
  Knowledge Infusion
"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
240
3
0
15 May 2023
Evaluating Embedding APIs for Information Retrieval
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
320
26
0
10 May 2023
Alleviating Over-smoothing for Unsupervised Sentence Representation
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
188
23
0
09 May 2023
Part Aware Contrastive Learning for Self-Supervised Action Recognition
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
358
53
0
01 May 2023
ESCL: Equivariant Self-Contrastive Learning for Sentence Representations
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
155
3
0
09 Mar 2023
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