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Learning Distributed Representations of Sentences from Unlabelled Data

Learning Distributed Representations of Sentences from Unlabelled Data

10 February 2016
Felix Hill
Dong Wang
Anna Korhonen
    SSL
ArXiv (abs)PDFHTML

Papers citing "Learning Distributed Representations of Sentences from Unlabelled Data"

50 / 266 papers shown
Text2Token: Unsupervised Text Representation Learning with Token Target Prediction
Text2Token: Unsupervised Text Representation Learning with Token Target Prediction
Ruize An
Richong Zhang
Zhijie Nie
Zhanyu Wu
Yanzhao Zhang
Dingkun Long
164
0
0
11 Oct 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
370
4
0
28 Jul 2025
Latent Reasoning via Sentence Embedding Prediction
Latent Reasoning via Sentence Embedding Prediction
Hyeonbin Hwang
Byeongguk Jeon
Seungone Kim
Jiyeon Kim
Hoyeon Chang
Sohee Yang
Seungpil Won
Dohaeng Lee
Youbin Ahn
Minjoon Seo
AIFinLRM
335
0
0
28 May 2025
Set-Theoretic Compositionality of Sentence Embeddings
Set-Theoretic Compositionality of Sentence Embeddings
Naman Bansal
Yash Mahajan
Sanjeev Kumar Sinha
S. Karmaker
CoGe
290
0
0
28 Feb 2025
An Effective Approach to Embedding Source Code by Combining Large Language and Sentence Embedding Models
An Effective Approach to Embedding Source Code by Combining Large Language and Sentence Embedding Models
Zixiang Xian
Chenhui Cui
Rubing Huang
Chunrong Fang
Zhenyu Chen
316
0
0
23 Sep 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
522
0
0
19 Sep 2024
Why transformers are obviously good models of language
Why transformers are obviously good models of language
Felix Hill
253
1
0
07 Aug 2024
SetCSE: Set Operations using Contrastive Learning of Sentence Embeddings
SetCSE: Set Operations using Contrastive Learning of Sentence Embeddings
Kang Liu
238
5
0
25 Apr 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
278
17
0
26 Mar 2024
Semantically Enriched Cross-Lingual Sentence Embeddings for
  Crisis-related Social Media Texts
Semantically Enriched Cross-Lingual Sentence Embeddings for Crisis-related Social Media Texts
Rabindra Lamsal
M. Read
S. Karunasekera
191
4
0
25 Mar 2024
Improving Cross-lingual Representation for Semantic Retrieval with Code-switching
Improving Cross-lingual Representation for Semantic Retrieval with Code-switching
M. Maimaiti
Yuanhang Zheng
Ji Zhang
Y. Zhang
Wenpei Luo
Kaiyu Huang
LRM
351
2
0
03 Mar 2024
GISTEmbed: Guided In-sample Selection of Training Negatives for Text
  Embedding Fine-tuning
GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning
Aivin V. Solatorio
265
57
0
26 Feb 2024
UNSEE: Unsupervised Non-contrastive Sentence Embeddings
UNSEE: Unsupervised Non-contrastive Sentence EmbeddingsConference of the European Chapter of the Association for Computational Linguistics (EACL), 2024
Ömer Veysel Çagatan
SSL
372
1
0
27 Jan 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
236
11
0
24 Jan 2024
Deep Learning-based Sentiment Classification: A Comparative Survey
Deep Learning-based Sentiment Classification: A Comparative SurveyIEEE Access (IEEE Access), 2023
Mohammed Kayed
R. Redondo
Alhassan Mabrouk
259
46
0
12 Dec 2023
Reinforcement Replaces Supervision: Query focused Summarization using
  Deep Reinforcement Learning
Reinforcement Replaces Supervision: Query focused Summarization using Deep Reinforcement LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Swaroop Nath
H. Khadilkar
Pushpak Bhattacharyya
OffRL
195
0
0
29 Nov 2023
Sparse Contrastive Learning of Sentence Embeddings
Sparse Contrastive Learning of Sentence Embeddings
Ruize An
Chen Zhang
Dawei Song
233
0
0
07 Nov 2023
DistillCSE: Distilled Contrastive Learning for Sentence Embeddings
DistillCSE: Distilled Contrastive Learning for Sentence Embeddings
Jiahao Xu
Wei Shao
Lihui Chen
Lemao Liu
FedML
412
9
0
20 Oct 2023
Surveying the Landscape of Text Summarization with Deep Learning: A
  Comprehensive Review
Surveying the Landscape of Text Summarization with Deep Learning: A Comprehensive Review
Guanghua Wang
Weili Wu
AI4TSAILaw
264
11
0
13 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
676
13
0
12 Oct 2023
AnglE-optimized Text Embeddings
AnglE-optimized Text Embeddings
Xianming Li
Yuqun Zhang
RALM
722
141
0
22 Sep 2023
CrisisTransformers: Pre-trained language models and sentence encoders
  for crisis-related social media texts
CrisisTransformers: Pre-trained language models and sentence encoders for crisis-related social media textsKnowledge-Based Systems (KBS), 2023
Rabindra Lamsal
M. Read
S. Karunasekera
370
28
0
11 Sep 2023
The Daunting Dilemma with Sentence Encoders: Success on Standard
  Benchmarks, Failure in Capturing Basic Semantic Properties
The Daunting Dilemma with Sentence Encoders: Success on Standard Benchmarks, Failure in Capturing Basic Semantic Properties
Yash Mahajan
Naman Bansal
S. Karmaker
219
3
0
07 Sep 2023
A Comparative Study of Sentence Embedding Models for Assessing Semantic
  Variation
A Comparative Study of Sentence Embedding Models for Assessing Semantic VariationInternational Conference on Artificial Neural Networks (ICANN), 2023
Deven M. Mistry
A. Minai
148
4
0
08 Aug 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
575
8
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
326
26
0
14 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
653
9
0
06 Jul 2023
Sen2Pro: A Probabilistic Perspective to Sentence Embedding from
  Pre-trained Language Model
Sen2Pro: A Probabilistic Perspective to Sentence Embedding from Pre-trained Language ModelWorkshop on Representation Learning for NLP (RepL4NLP), 2023
Lingfeng Shen
Haiyun Jiang
Lemao Liu
Shuming Shi
245
5
0
04 Jun 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
299
37
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
295
54
0
26 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
193
7
0
24 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
363
33
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
204
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
257
8
0
15 May 2023
A Simple and Plug-and-play Method for Unsupervised Sentence
  Representation Enhancement
A Simple and Plug-and-play Method for Unsupervised Sentence Representation Enhancement
Lingfeng Shen
Haiyun Jiang
Lemao Liu
Shuming Shi
172
1
0
13 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
291
23
0
09 May 2023
Sentence Embedding Leaks More Information than You Expect: Generative
  Embedding Inversion Attack to Recover the Whole Sentence
Sentence Embedding Leaks More Information than You Expect: Generative Embedding Inversion Attack to Recover the Whole SentenceAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Haoran Li
Mingshi Xu
Yangqiu Song
376
96
0
04 May 2023
Quantifying the Dissimilarity of Texts
Quantifying the Dissimilarity of Texts
Benjamin Shade
E. Altmann
182
4
0
03 May 2023
Analyzing the Generalizability of Deep Contextualized Language
  Representations For Text Classification
Analyzing the Generalizability of Deep Contextualized Language Representations For Text Classification
Berfu Buyukoz
229
2
0
22 Mar 2023
NoPPA: Non-Parametric Pairwise Attention Random Walk Model for Sentence
  Representation
NoPPA: Non-Parametric Pairwise Attention Random Walk Model for Sentence Representation
Xuansheng Wu
Zhiyi Zhao
Ninghao Liu
184
0
0
24 Feb 2023
Contrastive Learning with Prompt-derived Virtual Semantic Prototypes for
  Unsupervised Sentence Embedding
Contrastive Learning with Prompt-derived Virtual Semantic Prototypes for Unsupervised Sentence EmbeddingConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Jiali Zeng
Yongjing Yin
Yu Jiang
Shuangzhi Wu
Yunbo Cao
SSL
183
16
0
07 Nov 2022
Generate, Discriminate and Contrast: A Semi-Supervised Sentence
  Representation Learning Framework
Generate, Discriminate and Contrast: A Semi-Supervised Sentence Representation Learning FrameworkConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Yiming Chen
Yan Zhang
Bin Wang
Zuozhu Liu
Haizhou Li
177
30
0
30 Oct 2022
Bootstrapping meaning through listening: Unsupervised learning of spoken
  sentence embeddings
Bootstrapping meaning through listening: Unsupervised learning of spoken sentence embeddingsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Jian Zhu
Zuoyu Tian
Yadong Liu
Cong Zhang
Chia-wen Lo
SSL
279
2
0
23 Oct 2022
Is Encoder-Decoder Redundant for Neural Machine Translation?
Is Encoder-Decoder Redundant for Neural Machine Translation?
Yingbo Gao
Christian Herold
Zijian Yang
Hermann Ney
239
6
0
21 Oct 2022
Retrofitting Multilingual Sentence Embeddings with Abstract Meaning
  Representation
Retrofitting Multilingual Sentence Embeddings with Abstract Meaning RepresentationConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Deng Cai
Xin Li
Jackie Chun-Sing Ho
Lidong Bing
W. Lam
199
7
0
18 Oct 2022
InfoCSE: Information-aggregated Contrastive Learning of Sentence
  Embeddings
InfoCSE: Information-aggregated Contrastive Learning of Sentence EmbeddingsConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Xing Wu
Chaochen Gao
Zijia Lin
Jizhong Han
Zhongyuan Wang
Songlin Hu
354
38
0
08 Oct 2022
Ranking-Enhanced Unsupervised Sentence Representation Learning
Ranking-Enhanced Unsupervised Sentence Representation LearningAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Yeon Seonwoo
Guoyin Wang
Changmin Seo
Sajal Choudhary
Jiwei Li
Xiang Li
Puyang Xu
Sunghyun Park
Alice Oh
SSLDRLAI4TS
324
20
0
09 Sep 2022
Graph-Augmented Cyclic Learning Framework for Similarity Estimation of
  Medical Clinical Notes
Graph-Augmented Cyclic Learning Framework for Similarity Estimation of Medical Clinical NotesIEEE International Conference on Healthcare Informatics (ICHI), 2022
Can Zheng
Yanshan Wang
X. Jia
176
0
0
19 Aug 2022
A Comprehensive Survey of Natural Language Generation Advances from the
  Perspective of Digital Deception
A Comprehensive Survey of Natural Language Generation Advances from the Perspective of Digital Deception
Keenan I. Jones
Enes ALTUNCU
V. N. Franqueira
Yi-Chia Wang
Shujun Li
DeLMO
265
4
0
11 Aug 2022
Meaning without reference in large language models
Meaning without reference in large language models
S. Piantadosi
Felix Hill
377
116
0
05 Aug 2022
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