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DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings

DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings

North American Chapter of the Association for Computational Linguistics (NAACL), 2022
21 April 2022
Yung-Sung Chuang
Rumen Dangovski
Hongyin Luo
Yang Zhang
Shiyu Chang
M. Soljavcić
Shang-Wen Li
Anuj Kumar
Yoon Kim
James R. Glass
ArXiv (abs)PDFHTMLHuggingFace (1 upvotes)

Papers citing "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"

50 / 119 papers shown
Non-contrastive sentence representations via self-supervision
Non-contrastive sentence representations via self-supervision
M. Farina
D. Pappadopulo
SSL
240
2
0
26 Oct 2023
EMMA-X: An EM-like Multilingual Pre-training Algorithm for Cross-lingual
  Representation Learning
EMMA-X: An EM-like Multilingual Pre-training Algorithm for Cross-lingual Representation LearningNeural Information Processing Systems (NeurIPS), 2023
Ping Guo
Xiangpeng Wei
Yue Hu
Baosong Yang
Dayiheng Liu
Fei Huang
Jun Xie
250
3
0
26 Oct 2023
Length is a Curse and a Blessing for Document-level Semantics
Length is a Curse and a Blessing for Document-level SemanticsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Chenghao Xiao
Yi Zhou
♣. G. Thomas
Hudson ♠ Chenghua
Al Moubayed
219
7
0
24 Oct 2023
Contrastive Learning-based Sentence Encoders Implicitly Weight
  Informative Words
Contrastive Learning-based Sentence Encoders Implicitly Weight Informative WordsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Hiroto Kurita
Goro Kobayashi
Sho Yokoi
Kentaro Inui
184
5
0
24 Oct 2023
On the Dimensionality of Sentence Embeddings
On the Dimensionality of Sentence EmbeddingsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Hongwei Wang
Hongming Zhang
Dong Yu
AI4TSDML
174
6
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
368
9
0
20 Oct 2023
Large Language Models can Contrastively Refine their Generation for
  Better Sentence Representation Learning
Large Language Models can Contrastively Refine their Generation for Better Sentence Representation LearningNorth American Chapter of the Association for Computational Linguistics (NAACL), 2023
Huiming Wang
Zhaodonghui Li
Liying Cheng
De Wen Soh
Lidong Bing
293
5
0
17 Oct 2023
HiCL: Hierarchical Contrastive Learning of Unsupervised Sentence
  Embeddings
HiCL: Hierarchical Contrastive Learning of Unsupervised Sentence Embeddings
Zhuofeng Wu
Chaowei Xiao
V. Vydiswaran
303
3
0
15 Oct 2023
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCEConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Peng-Fei Hou
Xingyu Li
252
9
0
10 Oct 2023
AnglE-optimized Text Embeddings
AnglE-optimized Text Embeddings
Xianming Li
Yuqun Zhang
RALM
575
131
0
22 Sep 2023
Semi-supervised News Discourse Profiling with Contrastive Learning
Semi-supervised News Discourse Profiling with Contrastive LearningInternational Joint Conference on Natural Language Processing (IJCNLP), 2023
Ming Li
Ruihong Huang
167
2
0
20 Sep 2023
CoT-BERT: Enhancing Unsupervised Sentence Representation through
  Chain-of-Thought
CoT-BERT: Enhancing Unsupervised Sentence Representation through Chain-of-ThoughtInternational Conference on Artificial Neural Networks (ICANN), 2023
Bowen Zhang
Kehua Chang
Chunping Li
SSL
416
10
0
20 Sep 2023
DebCSE: Rethinking Unsupervised Contrastive Sentence Embedding Learning
  in the Debiasing Perspective
DebCSE: Rethinking Unsupervised Contrastive Sentence Embedding Learning in the Debiasing PerspectiveInternational Conference on Information and Knowledge Management (CIKM), 2023
Pu Miao
Zeyao Du
Junlin Zhang
SSL
216
8
0
14 Sep 2023
Narrowing the Gap between Supervised and Unsupervised Sentence
  Representation Learning with Large Language Model
Narrowing the Gap between Supervised and Unsupervised Sentence Representation Learning with Large Language ModelAAAI Conference on Artificial Intelligence (AAAI), 2023
Mingxin Li
Richong Zhang
Zhijie Nie
Yongyi Mao
382
1
0
12 Sep 2023
Scaling Sentence Embeddings with Large Language Models
Scaling Sentence Embeddings with Large Language ModelsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Ting Jiang
Shaohan Huang
Zhongzhi Luan
Deqing Wang
Fuzhen Zhuang
LRM
251
75
0
31 Jul 2023
Identical and Fraternal Twins: Fine-Grained Semantic Contrastive
  Learning of Sentence Representations
Identical and Fraternal Twins: Fine-Grained Semantic Contrastive Learning of Sentence RepresentationsEuropean Conference on Artificial Intelligence (ECAI), 2023
Q. Xiao
Shuangyin Li
Lei Chen
213
3
0
20 Jul 2023
AspectCSE: Sentence Embeddings for Aspect-based Semantic Textual
  Similarity Using Contrastive Learning and Structured Knowledge
AspectCSE: Sentence Embeddings for Aspect-based Semantic Textual Similarity Using Contrastive Learning and Structured KnowledgeRecent Advances in Natural Language Processing (RANLP), 2023
Tim Schopf
Emanuel Gerber
Malte Ostendorff
Florian Matthes
514
7
0
15 Jul 2023
Composition-contrastive Learning for Sentence Embeddings
Composition-contrastive Learning for Sentence EmbeddingsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Sachin Chanchani
Ruihong Huang
286
24
0
14 Jul 2023
AdaptiveRec: Adaptively Construct Pairs for Contrastive Learning in
  Sequential Recommendation
AdaptiveRec: Adaptively Construct Pairs for Contrastive Learning in Sequential Recommendation
Jaeheyoung Jeon
Jung Hyun Ryu
Jewoong Cho
Myung-joo Kang
217
1
0
07 Jul 2023
Efficient Domain Adaptation of Sentence Embeddings Using Adapters
Efficient Domain Adaptation of Sentence Embeddings Using AdaptersRecent Advances in Natural Language Processing (RANLP), 2023
Tim Schopf
Dennis Schneider
Florian Matthes
567
8
0
06 Jul 2023
LEA: Improving Sentence Similarity Robustness to Typos Using Lexical
  Attention Bias
LEA: Improving Sentence Similarity Robustness to Typos Using Lexical Attention BiasKnowledge Discovery and Data Mining (KDD), 2023
Mario Almagro
Emilio Almazán
Diego Ortego
David Jiménez
255
5
0
06 Jul 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
119
2
0
16 Jun 2023
Revealing the Blind Spot of Sentence Encoder Evaluation by HEROS
Revealing the Blind Spot of Sentence Encoder Evaluation by HEROSWorkshop on Representation Learning for NLP (RepL4NLP), 2023
Cheng-Han Chiang
Yung-Sung Chuang
James R. Glass
Hung-yi Lee
AI4TS
237
3
0
08 Jun 2023
W-procer: Weighted Prototypical Contrastive Learning for Medical
  Few-Shot Named Entity Recognition
W-procer: Weighted Prototypical Contrastive Learning for Medical Few-Shot Named Entity Recognition
Mingchen Li
Yang Ye
Jeremy Yeung
Huixue Zhou
Huaiyuan Chu
Rui Zhang
393
3
0
29 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
258
49
0
26 May 2023
C-STS: Conditional Semantic Textual Similarity
C-STS: Conditional Semantic Textual SimilarityConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Ameet Deshpande
Carlos E. Jimenez
Howard Chen
Vishvak Murahari
Victoria Graf
Tanmay Rajpurohit
Ashwin Kalyan
Danqi Chen
Karthik Narasimhan
187
3
0
24 May 2023
PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text
  Classification
PESCO: Prompt-enhanced Self Contrastive Learning for Zero-shot Text ClassificationAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Yau-Shian Wang
Ta-Chung Chi
Ruohong Zhang
Yiming Yang
VLM
179
15
0
24 May 2023
Bridging Continuous and Discrete Spaces: Interpretable Sentence
  Representation Learning via Compositional Operations
Bridging Continuous and Discrete Spaces: Interpretable Sentence Representation Learning via Compositional OperationsConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
James Y. Huang
Wenlin Yao
Kaiqiang Song
Hongming Zhang
Muhao Chen
Dong Yu
157
7
0
24 May 2023
RaSa: Relation and Sensitivity Aware Representation Learning for
  Text-based Person Search
RaSa: Relation and Sensitivity Aware Representation Learning for Text-based Person SearchInternational Joint Conference on Artificial Intelligence (IJCAI), 2023
Yang Bai
Ming-Ming Cao
Daming Gao
Ziqiang Cao
Cheng Chen
Zhenfeng Fan
Liqiang Nie
Min Zhang
AI4TS
250
103
0
23 May 2023
Template-assisted Contrastive Learning of Task-oriented Dialogue Sentence Embeddings
Template-assisted Contrastive Learning of Task-oriented Dialogue Sentence Embeddings
Min Sik Oh
Jiwei Li
Guoyin Wang
219
2
0
23 May 2023
Learning Easily Updated General Purpose Text Representations with
  Adaptable Task-Specific Prefixes
Learning Easily Updated General Purpose Text Representations with Adaptable Task-Specific PrefixesConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Kuan-Hao Huang
L Tan
Rui Hou
Sinong Wang
Amjad Almahairi
Ruty Rinott
AI4CE
175
0
0
22 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
318
31
0
22 May 2023
Sentence Representations via Gaussian Embedding
Sentence Representations via Gaussian EmbeddingConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Shohei Yoda
Hayato Tsukagoshi
Ryohei Sasano
Koichi Takeda
133
3
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
210
17
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
140
15
0
17 May 2023
Adapting Sentence Transformers for the Aviation Domain
Adapting Sentence Transformers for the Aviation Domain
Liya Wang
Jason Chou
Dave Rouck
A. Tien
Diane M. Baumgartner
AI4TS
167
4
0
16 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
220
8
0
15 May 2023
ACCENT: An Automatic Event Commonsense Evaluation Metric for Open-Domain
  Dialogue Systems
ACCENT: An Automatic Event Commonsense Evaluation Metric for Open-Domain Dialogue SystemsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Sarik Ghazarian
Yijia Shao
Rujun Han
Aram Galstyan
Nanyun Peng
241
11
0
12 May 2023
Improving Contrastive Learning of Sentence Embeddings from AI Feedback
Improving Contrastive Learning of Sentence Embeddings from AI FeedbackAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
M. Abouheaf
W. Gueaieb
Md. Suruz Miah
D. Spinello
Xipeng Qiu
295
46
0
03 May 2023
Learning Disentangled Semantic Spaces of Explanations via Invertible
  Neural Networks
Learning Disentangled Semantic Spaces of Explanations via Invertible Neural NetworksAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Yingji Zhang
Danilo S. Carvalho
André Freitas
DRL
439
11
0
02 May 2023
D2CSE: Difference-aware Deep continuous prompts for Contrastive Sentence
  Embeddings
D2CSE: Difference-aware Deep continuous prompts for Contrastive Sentence Embeddings
HyunJae Lee
VLM
123
0
0
18 Apr 2023
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence
  Reasoning
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence ReasoningConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Hongyin Luo
James R. Glass
NAI
154
10
0
10 Mar 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
158
3
0
09 Mar 2023
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation
  Verification
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation VerificationConference of the European Chapter of the Association for Computational Linguistics (EACL), 2023
Seungone Kim
Se June Joo
Yul Jang
Hyungjoo Chae
Jinyoung Yeo
LRM
194
14
0
07 Mar 2023
Detecting Contextomized Quotes in News Headlines by Contrastive Learning
Detecting Contextomized Quotes in News Headlines by Contrastive LearningFindings (Findings), 2023
Seonyeong Song
Hyeonho Song
Kunwoo Park
Jiyoung Han
M. Cha
143
2
0
09 Feb 2023
Exploring the Benefits of Training Expert Language Models over
  Instruction Tuning
Exploring the Benefits of Training Expert Language Models over Instruction TuningInternational Conference on Machine Learning (ICML), 2023
Joel Jang
Seungone Kim
Seonghyeon Ye
Doyoung Kim
Lajanugen Logeswaran
Moontae Lee
Kyungjae Lee
Minjoon Seo
LRMALM
463
93
0
07 Feb 2023
JCSE: Contrastive Learning of Japanese Sentence Embeddings and Its
  Applications
JCSE: Contrastive Learning of Japanese Sentence Embeddings and Its Applications
Zihao Chen
H. Handa
Kimiaki Shirahama
169
2
0
19 Jan 2023
ClusTop: An unsupervised and integrated text clustering and topic
  extraction framework
ClusTop: An unsupervised and integrated text clustering and topic extraction framework
Zhong-Zhi Chen
Chenghu Mi
Siwei Duo
Jingfei He
Yatong Zhou
117
3
0
03 Jan 2023
Analysis of Utterance Embeddings and Clustering Methods Related to
  Intent Induction for Task-Oriented Dialogue
Analysis of Utterance Embeddings and Clustering Methods Related to Intent Induction for Task-Oriented Dialogue
Jeiyoon Park
Yoonna Jang
Chanhee Lee
Heu-Jeoung Lim
494
3
0
05 Dec 2022
miCSE: Mutual Information Contrastive Learning for Low-shot Sentence
  Embeddings
miCSE: Mutual Information Contrastive Learning for Low-shot Sentence EmbeddingsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
T. Klein
Moin Nabi
SSL
225
21
0
09 Nov 2022
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