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PromptBERT: Improving BERT Sentence Embeddings with Prompts
v1v2 (latest)

PromptBERT: Improving BERT Sentence Embeddings with Prompts

Conference on Empirical Methods in Natural Language Processing (EMNLP), 2022
12 January 2022
Ting Jiang
Jian Jiao
Shaohan Huang
Zi-qiang Zhang
Deqing Wang
Fuzhen Zhuang
Furu Wei
Haizhen Huang
Liangjie Zhang
Qi Zhang
ArXiv (abs)PDFHTMLGithub (342★)

Papers citing "PromptBERT: Improving BERT Sentence Embeddings with Prompts"

45 / 45 papers shown
CoDiEmb: A Collaborative yet Distinct Framework for Unified Representation Learning in Information Retrieval and Semantic Textual Similarity
CoDiEmb: A Collaborative yet Distinct Framework for Unified Representation Learning in Information Retrieval and Semantic Textual Similarity
Bowen Zhang
Zixin Song
C. L. Philip Chen
Qian-Wen Zhang
Di Yin
Xing Sun
273
2
0
15 Aug 2025
Cropping outperforms dropout as an augmentation strategy for self-supervised training of text embeddings
Cropping outperforms dropout as an augmentation strategy for self-supervised training of text embeddings
Rita González-Márquez
Philipp Berens
D. Kobak
SSL
291
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
371
4
0
28 Jul 2025
PromptAL: Sample-Aware Dynamic Soft Prompts for Few-Shot Active Learning
PromptAL: Sample-Aware Dynamic Soft Prompts for Few-Shot Active LearningKnowledge-Based Systems (KBS), 2025
Hui Xiang
Jinqiao Shi
Ting Zhang
Xiaojie Zhao
Yong Liu
Yong Ma
VLM
256
4
0
22 Jul 2025
Prompt-based Depth Pruning of Large Language Models
Prompt-based Depth Pruning of Large Language Models
Juyun Wee
Minjae Park
Jaeho Lee
VLM
708
4
0
04 Feb 2025
DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active Learning
DEUCE: Dual-diversity Enhancement and Uncertainty-awareness for Cold-start Active LearningTransactions of the Association for Computational Linguistics (TACL), 2024
Jiaxin Guo
Cheng Chen
Shuzhen Li
Tianze Zhang
472
2
0
01 Feb 2025
LLMs are Also Effective Embedding Models: An In-depth Overview
LLMs are Also Effective Embedding Models: An In-depth Overview
Chongyang Tao
Tao Shen
Shen Gao
Junshuo Zhang
Zhen Li
Kai Hua
Wenpeng Hu
Zhengwei Tao
Shuai Ma
564
35
0
17 Dec 2024
Enhancing Few-Shot Vision-Language Classification with Large Multimodal Model Features
Chancharik Mitra
Brandon Huang
Tianning Chai
Zhiqiu Lin
Assaf Arbelle
Rogerio Feris
Leonid Karlinsky
Trevor Darrell
Deva Ramanan
Roei Herzig
VLM
1.1K
4
0
28 Nov 2024
Label-Guided Prompt for Multi-label Few-shot Aspect Category Detection
Label-Guided Prompt for Multi-label Few-shot Aspect Category Detection
ChaoFeng Guan
Yaohui Zhu
Yu Bai
LingYun Wang
247
1
0
30 Jul 2024
E5-V: Universal Embeddings with Multimodal Large Language Models
E5-V: Universal Embeddings with Multimodal Large Language Models
Ting Jiang
Minghui Song
Zihan Zhang
Haizhen Huang
Weiwei Deng
Feng Sun
Qi Zhang
Deqing Wang
Fuzhen Zhuang
VLM
458
97
0
17 Jul 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 AnalysisIEEE Access (IEEE Access), 2024
Euna Jung
Jaeill Kim
Jungmin Ko
Jinwoo Park
Wonjong Rhee
277
0
0
18 May 2024
Simple Techniques for Enhancing Sentence Embeddings in Generative
  Language Models
Simple Techniques for Enhancing Sentence Embeddings in Generative Language Models
Bowen Zhang
Kehua Chang
Chunping Li
376
35
0
05 Apr 2024
Repetition Improves Language Model Embeddings
Repetition Improves Language Model Embeddings
Jacob Mitchell Springer
Suhas Kotha
Daniel Fried
Graham Neubig
Aditi Raghunathan
285
66
0
23 Feb 2024
Can GNN be Good Adapter for LLMs?
Can GNN be Good Adapter for LLMs?
Xuanwen Huang
Kaiqiao Han
Yang Yang
Dezheng Bao
Quanjin Tao
Ziwei Chai
Qi Zhu
AI4CE
361
97
0
20 Feb 2024
HiCL: Hierarchical Contrastive Learning of Unsupervised Sentence
  Embeddings
HiCL: Hierarchical Contrastive Learning of Unsupervised Sentence Embeddings
Zhuofeng Wu
Chaowei Xiao
V. Vydiswaran
346
3
0
15 Oct 2023
Contrastive Prompt Learning-based Code Search based on Interaction
  Matrix
Contrastive Prompt Learning-based Code Search based on Interaction Matrix
Yubo Zhang
Yanfang Liu
Xinxin Fan
Yunfeng Lu
244
3
0
10 Oct 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
275
10
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
431
1
0
12 Sep 2023
Manifold-based Verbalizer Space Re-embedding for Tuning-free
  Prompt-based Classification
Manifold-based Verbalizer Space Re-embedding for Tuning-free Prompt-based ClassificationAAAI Conference on Artificial Intelligence (AAAI), 2023
Hao Wang
Sendong Zhao
Chi-Liang Liu
Nuwa Xi
Muzhen Cai
Bing Qin
Ting Liu
239
4
0
08 Sep 2023
SIFTER: A Task-specific Alignment Strategy for Enhancing Sentence
  Embeddings
SIFTER: A Task-specific Alignment Strategy for Enhancing Sentence Embeddings
Chaohui Yu
Wenhao Zhu
Chaoming Liu
Xiaoyu Zhang
Qiuhong Zhai
121
0
0
21 Jun 2023
Language models are not naysayers: An analysis of language models on
  negation benchmarks
Language models are not naysayers: An analysis of language models on negation benchmarks
Thinh Hung Truong
Timothy Baldwin
Karin Verspoor
Trevor Cohn
332
91
0
14 Jun 2023
Not wacky vs. definitely wacky: A study of scalar adverbs in pretrained
  language models
Not wacky vs. definitely wacky: A study of scalar adverbs in pretrained language modelsBlackboxNLP Workshop on Analyzing and Interpreting Neural Networks for NLP (BlackboxNLP), 2023
Isabelle Lorge
J. Pierrehumbert
294
0
0
25 May 2023
Contrastive Learning of Sentence Embeddings from Scratch
Contrastive Learning of Sentence Embeddings from ScratchConference on Empirical Methods in Natural Language Processing (EMNLP), 2023
Junlei Zhang
Zhenzhong Lan
Junxian He
SSL
510
38
0
24 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
196
3
0
22 May 2023
From Alignment to Entailment: A Unified Textual Entailment Framework for
  Entity Alignment
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity AlignmentAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
Yu Zhao
Yike Wu
Xiangrui Cai
Ying Zhang
Haiwei Zhang
Xiaojie Yuan
258
23
0
19 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
209
15
0
17 May 2023
Instance Smoothed Contrastive Learning for Unsupervised Sentence
  Embedding
Instance Smoothed Contrastive Learning for Unsupervised Sentence EmbeddingAAAI Conference on Artificial Intelligence (AAAI), 2023
Hongliang He
Junlei Zhang
Zhenzhong Lan
Yue Zhang
306
10
0
12 May 2023
VendorLink: An NLP approach for Identifying & Linking Vendor Migrants &
  Potential Aliases on Darknet Markets
VendorLink: An NLP approach for Identifying & Linking Vendor Migrants & Potential Aliases on Darknet MarketsAnnual Meeting of the Association for Computational Linguistics (ACL), 2023
V. Saxena
Nils Rethmeier
Gijs Van Dijck
Gerasimos Spanakis
201
8
0
04 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
380
48
0
03 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
197
0
0
18 Apr 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
185
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
192
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
Differentiable Data Augmentation for Contrastive Sentence Representation
  Learning
Differentiable Data Augmentation for Contrastive Sentence Representation LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Tianduo Wang
Wei Lu
SSL
173
11
0
29 Oct 2022
Bi-Link: Bridging Inductive Link Predictions from Text via Contrastive
  Learning of Transformers and Prompts
Bi-Link: Bridging Inductive Link Predictions from Text via Contrastive Learning of Transformers and Prompts
Bohua Peng
Shi Liang
Mobarakol Islam
310
3
0
26 Oct 2022
Prompt-based Connective Prediction Method for Fine-grained Implicit
  Discourse Relation Recognition
Prompt-based Connective Prediction Method for Fine-grained Implicit Discourse Relation RecognitionConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Hao Zhou
Man Lan
Man Lan
YueFeng Chen
Meirong Ma
219
32
0
13 Oct 2022
Non-Linguistic Supervision for Contrastive Learning of Sentence
  Embeddings
Non-Linguistic Supervision for Contrastive Learning of Sentence EmbeddingsNeural Information Processing Systems (NeurIPS), 2022
Yiren Jian
Chongyang Gao
Soroush Vosoughi
SSL
283
18
0
20 Sep 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
325
20
0
09 Sep 2022
PANDA: Prompt Transfer Meets Knowledge Distillation for Efficient Model
  Adaptation
PANDA: Prompt Transfer Meets Knowledge Distillation for Efficient Model AdaptationIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022
Qihuang Zhong
Liang Ding
Juhua Liu
Bo Du
Dacheng Tao
VLMCLL
272
52
0
22 Aug 2022
Block-SCL: Blocking Matters for Supervised Contrastive Learning in
  Product Matching
Block-SCL: Blocking Matters for Supervised Contrastive Learning in Product Matching
Mario Almagro
David Jiménez-Cabello
Diego Ortego
Emilio Almazán
Eva Martínez
223
4
0
05 Jul 2022
Trial2Vec: Zero-Shot Clinical Trial Document Similarity Search using
  Self-Supervision
Trial2Vec: Zero-Shot Clinical Trial Document Similarity Search using Self-SupervisionConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Zifeng Wang
Jimeng Sun
223
31
0
29 Jun 2022
Improving Contrastive Learning of Sentence Embeddings with
  Case-Augmented Positives and Retrieved Negatives
Improving Contrastive Learning of Sentence Embeddings with Case-Augmented Positives and Retrieved NegativesAnnual International ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR), 2022
Wei Wang
Liangzhu Ge
Jingqiao Zhang
Cheng Yang
217
26
0
06 Jun 2022
E2S2: Encoding-Enhanced Sequence-to-Sequence Pretraining for Language
  Understanding and Generation
E2S2: Encoding-Enhanced Sequence-to-Sequence Pretraining for Language Understanding and GenerationIEEE Transactions on Knowledge and Data Engineering (TKDE), 2022
Qihuang Zhong
Liang Ding
Juhua Liu
Bo Du
Dacheng Tao
314
31
0
30 May 2022
Problems with Cosine as a Measure of Embedding Similarity for High
  Frequency Words
Problems with Cosine as a Measure of Embedding Similarity for High Frequency WordsAnnual Meeting of the Association for Computational Linguistics (ACL), 2022
Kaitlyn Zhou
Kawin Ethayarajh
Dallas Card
Dan Jurafsky
232
91
0
10 May 2022
Improved Universal Sentence Embeddings with Prompt-based Contrastive
  Learning and Energy-based Learning
Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based LearningConference on Empirical Methods in Natural Language Processing (EMNLP), 2022
Yuxin Jiang
Linhan Zhang
Wei Wang
SSL
315
55
0
14 Mar 2022
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