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DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings

DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings

21 April 2022
Yung-Sung Chuang
Rumen Dangovski
Hongyin Luo
Yang Zhang
Shiyu Chang
M. Soljavcić
Shang-Wen Li
Wen-tau Yih
Yoon Kim
James R. Glass
ArXivPDFHTML

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

49 / 49 papers shown
Title
SAS-Bench: A Fine-Grained Benchmark for Evaluating Short Answer Scoring with Large Language Models
SAS-Bench: A Fine-Grained Benchmark for Evaluating Short Answer Scoring with Large Language Models
Peichao Lai
Kaipeng Zhang
Yi Lin
L. Zhang
Feiyang Ye
...
Yanwei Xu
Conghui He
Yixuan Wang
Wentao Zhang
Bin Cui
ELM
LRM
47
0
0
12 May 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
Shuliang Liu
Xuming Hu
64
0
0
28 Apr 2025
OASIS: Order-Augmented Strategy for Improved Code Search
Zuchen Gao
Zizheng Zhan
Xianming Li
Erxin Yu
Haotian Zhang
Bin Chen
Yuqun Zhang
Jing Li
66
0
0
11 Mar 2025
Beyond Self-Consistency: Loss-Balanced Perturbation-Based Regularization Improves Industrial-Scale Ads Ranking
Beyond Self-Consistency: Loss-Balanced Perturbation-Based Regularization Improves Industrial-Scale Ads Ranking
Ilqar Ramazanli
Hamid Eghbalzadeh
Xiaoyi Liu
Yang Wang
Jiaxiang Fu
Kaushik Rangadurai
Sem Park
Bo Long
Xue Feng
51
0
0
05 Feb 2025
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers
UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers
Dehai Min
Zhiyang Xu
Guilin Qi
Lifu Huang
Chenyu You
RALM
73
1
0
26 Oct 2024
FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation
FedPCL-CDR: A Federated Prototype-based Contrastive Learning Framework for Privacy-Preserving Cross-domain Recommendation
Li Wang
Qiang Wu
Min Xu
25
1
0
05 Sep 2024
Space Decomposition for Sentence Embedding
Space Decomposition for Sentence Embedding
Wuttikorn Ponwitayarat
Peerat Limkonchotiwat
E. Chuangsuwanich
Sarana Nutanong
26
0
0
05 Jun 2024
Unveiling Key Aspects of Fine-Tuning in Sentence Embeddings: A
  Representation Rank Analysis
Unveiling Key Aspects of Fine-Tuning in Sentence Embeddings: A Representation Rank Analysis
Euna Jung
Jaeill Kim
Jungmin Ko
Jinwoo Park
Wonjong Rhee
52
0
0
18 May 2024
Event-enhanced Retrieval in Real-time Search
Event-enhanced Retrieval in Real-time Search
Yanan Zhang
Xiaoling Bai
Tianhua Zhou
31
1
0
09 Apr 2024
IR2: Information Regularization for Information Retrieval
IR2: Information Regularization for Information Retrieval
Jianyou Wang
Kaicheng Wang
Xiaoyue Wang
Weili Cao
R. Paturi
Leon Bergen
46
1
0
25 Feb 2024
Fine-tuning CLIP Text Encoders with Two-step Paraphrasing
Fine-tuning CLIP Text Encoders with Two-step Paraphrasing
Hyunjae Kim
Seunghyun Yoon
Trung Bui
Handong Zhao
Quan Tran
Franck Dernoncourt
Jaewoo Kang
CLIP
19
2
0
23 Feb 2024
Injecting Wiktionary to improve token-level contextual representations
  using contrastive learning
Injecting Wiktionary to improve token-level contextual representations using contrastive learning
Anna Mosolova
Marie Candito
Carlos Ramisch
31
0
0
12 Feb 2024
UNSEE: Unsupervised Non-contrastive Sentence Embeddings
UNSEE: Unsupervised Non-contrastive Sentence Embeddings
Ömer Veysel Çagatan
SSL
27
0
0
27 Jan 2024
RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation
RDGCL: Reaction-Diffusion Graph Contrastive Learning for Recommendation
Jeongwhan Choi
Hyowon Wi
C. Lee
Sung-Bae Cho
Dongha Lee
Noseong Park
DiffM
41
2
0
27 Dec 2023
Improving Self-supervised Molecular Representation Learning using
  Persistent Homology
Improving Self-supervised Molecular Representation Learning using Persistent Homology
Yuankai Luo
Lei Shi
Veronika Thost
SSL
34
8
0
29 Nov 2023
Some Like It Small: Czech Semantic Embedding Models for Industry
  Applications
Some Like It Small: Czech Semantic Embedding Models for Industry Applications
Jirí Bednár
Jakub Náplava
Petra Barancíková
Ondrej Lisický
30
5
0
23 Nov 2023
How Well Do Text Embedding Models Understand Syntax?
How Well Do Text Embedding Models Understand Syntax?
Yan Zhang
Zhaopeng Feng
Zhiyang Teng
Zuozhu Liu
Haizhou Li
40
3
0
14 Nov 2023
BeLLM: Backward Dependency Enhanced Large Language Model for Sentence
  Embeddings
BeLLM: Backward Dependency Enhanced Large Language Model for Sentence Embeddings
Xianming Li
Jing Li
45
10
0
09 Nov 2023
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE
Peng-Fei Hou
Xingyu Li
22
6
0
10 Oct 2023
CoT-BERT: Enhancing Unsupervised Sentence Representation through
  Chain-of-Thought
CoT-BERT: Enhancing Unsupervised Sentence Representation through Chain-of-Thought
Bowen Zhang
Kehua Chang
Chunping Li
SSL
35
6
0
20 Sep 2023
Scaling Sentence Embeddings with Large Language Models
Scaling Sentence Embeddings with Large Language Models
Ting Jiang
Shaohan Huang
Zhongzhi Luan
Deqing Wang
Fuzhen Zhuang
LRM
42
40
0
31 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 Knowledge
Tim Schopf
Emanuel Gerber
Malte Ostendorff
Florian Matthes
56
4
0
15 Jul 2023
Efficient Domain Adaptation of Sentence Embeddings Using Adapters
Efficient Domain Adaptation of Sentence Embeddings Using Adapters
Tim Schopf
Dennis Schneider
Florian Matthes
28
5
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 Bias
Mario Almagro
Emilio Almazán
Diego Ortego
David Jiménez
23
3
0
06 Jul 2023
Learning Easily Updated General Purpose Text Representations with
  Adaptable Task-Specific Prefixes
Learning Easily Updated General Purpose Text Representations with Adaptable Task-Specific Prefixes
Kuan-Hao Huang
L Tan
Rui Hou
Sinong Wang
Amjad Almahairi
Ruty Rinott
AI4CE
28
0
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 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
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 Filtering
Bing Wang
Ximing Li
Zhiyao Yang
Yuanyuan Guan
Jiayin Li
Sheng-sheng Wang
29
6
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 Systems
Sarik Ghazarian
Yijia Shao
Rujun Han
Aram Galstyan
Nanyun Peng
27
7
0
12 May 2023
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence
  Reasoning
Logic Against Bias: Textual Entailment Mitigates Stereotypical Sentence Reasoning
Hongyin Luo
James R. Glass
NAI
21
7
0
10 Mar 2023
ESCL: Equivariant Self-Contrastive Learning for Sentence Representations
ESCL: Equivariant Self-Contrastive Learning for Sentence Representations
Jie Liu
Yixuan Liu
Xue Han
Chao Deng
Junlan Feng
SSL
24
2
0
09 Mar 2023
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation
  Verification
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation Verification
Seungone Kim
Se June Joo
Yul Jang
Hyungjoo Chae
Jinyoung Yeo
LRM
16
12
0
07 Mar 2023
Detecting Contextomized Quotes in News Headlines by Contrastive Learning
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
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
27
2
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
35
3
0
05 Dec 2022
Differentiable Data Augmentation for Contrastive Sentence Representation
  Learning
Differentiable Data Augmentation for Contrastive Sentence Representation Learning
Tianduo Wang
Wei Lu
SSL
32
9
0
29 Oct 2022
Bootstrapping meaning through listening: Unsupervised learning of spoken
  sentence embeddings
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
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations
Zilu Tang
Muhammed Yusuf Kocyigit
Derry Wijaya
35
8
0
20 Oct 2022
InfoCSE: Information-aggregated Contrastive Learning of Sentence
  Embeddings
InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings
Xing Wu
Chaochen Gao
Zijia Lin
Jizhong Han
Zhongyuan Wang
Songlin Hu
21
32
0
08 Oct 2022
SDA: Simple Discrete Augmentation for Contrastive Sentence
  Representation Learning
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning
Dongsheng Zhu
Zhenyu Mao
Jinghui Lu
Rui Zhao
Fei Tan
33
1
0
08 Oct 2022
Non-Linguistic Supervision for Contrastive Learning of Sentence
  Embeddings
Non-Linguistic Supervision for Contrastive Learning of Sentence Embeddings
Yiren Jian
Chongyang Gao
Soroush Vosoughi
SSL
31
15
0
20 Sep 2022
Don't Judge a Language Model by Its Last Layer: Contrastive Learning
  with Layer-Wise Attention Pooling
Don't Judge a Language Model by Its Last Layer: Contrastive Learning with Layer-Wise Attention Pooling
Dongsuk Oh
Yejin Kim
Hodong Lee
Huimin Huang
Heu-Jeoung Lim
12
10
0
13 Sep 2022
Ranking-Enhanced Unsupervised Sentence Representation Learning
Ranking-Enhanced Unsupervised Sentence Representation Learning
Yeon Seonwoo
Guoyin Wang
Changmin Seo
Sajal Choudhary
Jiwei Li
Xiang Li
Puyang Xu
Sunghyun Park
Alice H. Oh
SSL
DRL
AI4TS
53
15
0
09 Sep 2022
Neural Embeddings for Text
Neural Embeddings for Text
Oleg V. Vasilyev
John Bohannon
MILM
13
2
0
17 Aug 2022
Masked Autoencoders As The Unified Learners For Pre-Trained Sentence
  Representation
Masked Autoencoders As The Unified Learners For Pre-Trained Sentence Representation
Alexander H. Liu
Samuel J. Yang
26
5
0
30 Jul 2022
RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked
  Auto-Encoder
RetroMAE: Pre-Training Retrieval-oriented Language Models Via Masked Auto-Encoder
Shitao Xiao
Zheng Liu
Yingxia Shao
Zhao Cao
RALM
118
109
0
24 May 2022
Towards Automatic Construction of Filipino WordNet: Word Sense Induction
  and Synset Induction Using Sentence Embeddings
Towards Automatic Construction of Filipino WordNet: Word Sense Induction and Synset Induction Using Sentence Embeddings
Dan John Velasco
Axel Alba
Trisha Gail Pelagio
Bryce Anthony Ramirez
Unisse C. Chua
Briane Paul Samson
Jan Christian Blaise Cruz
C. Cheng
13
4
0
07 Apr 2022
ESimCSE: Enhanced Sample Building Method for Contrastive Learning of
  Unsupervised Sentence Embedding
ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding
Xing Wu
Chaochen Gao
Liangjun Zang
Jizhong Han
Zhongyuan Wang
Songlin Hu
SSL
AILaw
36
129
0
09 Sep 2021
On Feature Decorrelation in Self-Supervised Learning
On Feature Decorrelation in Self-Supervised Learning
Tianyu Hua
Wenxiao Wang
Zihui Xue
Sucheng Ren
Yue Wang
Hang Zhao
SSL
OOD
130
187
0
02 May 2021
COCO-LM: Correcting and Contrasting Text Sequences for Language Model
  Pretraining
COCO-LM: Correcting and Contrasting Text Sequences for Language Model Pretraining
Yu Meng
Chenyan Xiong
Payal Bajaj
Saurabh Tiwary
Paul N. Bennett
Jiawei Han
Xia Song
125
202
0
16 Feb 2021
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