ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding

9 September 2021

Papers citing "ESimCSE: Enhanced Sample Building Method for Contrastive Learning of Unsupervised Sentence Embedding"

50 / 61 papers shown

Title
CSE-SFP: Enabling Unsupervised Sentence Representation Learning via a Single Forward Pass Bowen Zhang Zixin Song Chunping Li 26 0 0 01 May 2025
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning Peichao Lai Zhengfeng Zhang Wentao Zhang Fangcheng Fu Bin Cui 30 0 0 19 Sep 2024
ConCSE: Unified Contrastive Learning and Augmentation for Code-Switched Embeddings Jangyeong Jeon Sangyeon Cho Minuk Ma Junyoung Kim 18 0 0 28 Aug 2024
Contrastive Learning Subspace for Text Clustering Qian Yong Chen Chen Xiabing Zhou 31 0 0 26 Aug 2024
HBot: A Chatbot for Healthcare Applications in Traditional Chinese Medicine Based on Human Body 3D Visualization Ze Wang Long Xu Jiahao Wang Dianbo Sui Zhen Chu Dianhui Chu LM&MA 25 0 0 01 Aug 2024
Spatial-Temporal Cross-View Contrastive Pre-training for Check-in Sequence Representation Learning Letian Gong Huaiyu Wan S. Guo Xiucheng Li Yan Lin Erwen Zheng Tianyi Wang Zeyu Zhou Youfang Lin AI4TS 46 1 0 22 Jul 2024
Does Incomplete Syntax Influence Korean Language Model? Focusing on Word Order and Case Markers Jong Myoung Kim Young-Jun Lee Yong-jin Han Sangkeun Jung Ho-Jin Choi 42 2 0 12 Jul 2024
Can Machines Resonate with Humans? Evaluating the Emotional and Empathic Comprehension of LMs Muhammad Arslan Manzoor Yuxia Wang Minghan Wang Preslav Nakov 35 0 0 17 Jun 2024
Label-aware Hard Negative Sampling Strategies with Momentum Contrastive Learning for Implicit Hate Speech Detection Jaehoon Kim Seungwan Jin Sohyun Park Someen Park Kyungsik Han 44 2 0 12 Jun 2024
DefSent+: Improving sentence embeddings of language models by projecting definition sentences into a quasi-isotropic or isotropic vector space of unlimited dictionary entries Xiaodong Liu 32 0 0 25 May 2024
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
Improving Smart Contract Security with Contrastive Learning-based Vulnerability Detection Yizhou Chen Zeyu Sun Zhihao Gong Dan Hao AAML 36 14 0 27 Apr 2024
Event-enhanced Retrieval in Real-time Search Yanan Zhang Xiaoling Bai Tianhua Zhou 31 1 0 09 Apr 2024
Simple Techniques for Enhancing Sentence Embeddings in Generative Language Models Bowen Zhang Kehua Chang Chunping Li 42 10 0 05 Apr 2024
Does Negative Sampling Matter? A Review with Insights into its Theory and Applications Zhen Yang Ming Ding Tinglin Huang Yukuo Cen Junshuai Song Bin Xu Yuxiao Dong Jie Tang 33 9 0 27 Feb 2024
GISTEmbed: Guided In-sample Selection of Training Negatives for Text Embedding Fine-tuning Aivin V. Solatorio 38 18 0 26 Feb 2024
Self-Adaptive Reconstruction with Contrastive Learning for Unsupervised Sentence Embeddings Junlong Liu Xichen Shang Hu Feng Junhao Zheng Qianli Ma SSL AI4TS 30 0 0 23 Feb 2024
Large Language Model Augmented Exercise Retrieval for Personalized Language Learning Austin Xu Will Monroe K. Bicknell RALM AI4Ed 30 4 0 08 Feb 2024
Sentiment analysis in Tourism: Fine-tuning BERT or sentence embeddings concatenation? Ibrahim Bouabdallaoui Fatima Guerouate Samya Bouhaddour C. Saadi Mohammed Sbihi 14 0 0 12 Dec 2023
Length is a Curse and a Blessing for Document-level Semantics Chenghao Xiao Yizhi Li ♣. G. Thomas Hudson ♠ Chenghua Al Moubayed 30 6 0 24 Oct 2023
On the Dimensionality of Sentence Embeddings Hongwei Wang Hongming Zhang Dong Yu AI4TS DML 25 3 0 23 Oct 2023
TATA: Stance Detection via Topic-Agnostic and Topic-Aware Embeddings Hans W. A. Hanley Zakir Durumeric 33 4 0 22 Oct 2023
HiCL: Hierarchical Contrastive Learning of Unsupervised Sentence Embeddings Zhuofeng Wu Chaowei Xiao V. Vydiswaran 25 2 0 15 Oct 2023
Improving Contrastive Learning of Sentence Embeddings with Focal-InfoNCE Peng-Fei Hou Xingyu Li 22 6 0 10 Oct 2023
SPICED: News Similarity Detection Dataset with Multiple Topics and Complexity Levels Elena Shushkevich Long Mai Manuel V. Loureiro Steven Derby Tri Kurniawan Wijaya AI4TS 23 0 0 21 Sep 2023
CoT-BERT: Enhancing Unsupervised Sentence Representation through Chain-of-Thought Bowen Zhang Kehua Chang Chunping Li SSL 32 6 0 20 Sep 2023
DebCSE: Rethinking Unsupervised Contrastive Sentence Embedding Learning in the Debiasing Perspective Pu Miao Zeyao Du Junlin Zhang SSL 16 5 0 14 Sep 2023
Composition-contrastive Learning for Sentence Embeddings Sachin Chanchani Ruihong Huang 27 13 0 14 Jul 2023
Efficient Domain Adaptation of Sentence Embeddings Using Adapters Tim Schopf Dennis Schneider Florian Matthes 28 5 0 06 Jul 2023
SIFTER: A Task-specific Alignment Strategy for Enhancing Sentence Embeddings Chaohui Yu Wenhao Zhu Chaoming Liu Xiaoyu Zhang Qiuhong Zhai 26 0 0 21 Jun 2023
CMLM-CSE: Based on Conditional MLM Contrastive Learning for Sentence Embeddings Zhang Wei Xu Chen 16 1 0 16 Jun 2023
Revisiting Out-of-distribution Robustness in NLP: Benchmark, Analysis, and LLMs Evaluations Lifan Yuan Yangyi Chen Ganqu Cui Hongcheng Gao Fangyuan Zou Xingyi Cheng Heng Ji Zhiyuan Liu Maosong Sun 39 73 0 07 Jun 2023
Whitening-based Contrastive Learning of Sentence Embeddings Wenjie Zhuo Yifan Sun Xiaohan Wang Linchao Zhu Yezhou Yang 30 18 0 28 May 2023
Contrastive Learning of Sentence Embeddings from Scratch Junlei Zhang Zhenzhong Lan Junxian He SSL 22 21 0 24 May 2023
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
Clustering-Aware Negative Sampling for Unsupervised Sentence Representation Jinghao Deng Fanqi Wan Tao Yang Xiaojun Quan Rui Wang SSL 22 9 0 17 May 2023
Adapting Sentence Transformers for the Aviation Domain Liya Wang Jason Chou Dave Rouck A. Tien Diane M. Baumgartner AI4TS 20 4 0 16 May 2023
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
Instance Smoothed Contrastive Learning for Unsupervised Sentence Embedding Hongliang He Junlei Zhang Zhenzhong Lan Yue Zhang 35 5 0 12 May 2023
Improving Contrastive Learning of Sentence Embeddings from AI Feedback M. Abouheaf W. Gueaieb Md. Suruz Miah D. Spinello Xipeng Qiu 59 37 0 03 May 2023
ESimCSE Unsupervised Contrastive Learning Jointly with UDA Semi-Supervised Learning for Large Label System Text Classification Mode Ruan Lu Zhou Hangcheng Ran Meng Zhao Jin Qin JiaoYu Wei Feng Wang ChenZi 40 0 0 19 Apr 2023
D2CSE: Difference-aware Deep continuous prompts for Contrastive Sentence Embeddings HyunJae Lee VLM 24 0 0 18 Apr 2023
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
ZhichunRoad at Amazon KDD Cup 2022: MultiTask Pre-Training for E-Commerce Product Search Xuange Cui Wei Xiong Songlin Wang 35 1 0 31 Jan 2023
ClusTop: An unsupervised and integrated text clustering and topic extraction framework Zhong-Zhi Chen Chenghu Mi Siwei Duo Jingfei He Yatong Zhou 25 2 0 03 Jan 2023
Relational Sentence Embedding for Flexible Semantic Matching Bin Wang Haizhou Li 19 4 0 17 Dec 2022
miCSE: Mutual Information Contrastive Learning for Low-shot Sentence Embeddings T. Klein Moin Nabi SSL 26 15 0 09 Nov 2022
Contrastive Learning with Prompt-derived Virtual Semantic Prototypes for Unsupervised Sentence Embedding Jiali Zeng Yongjing Yin Yu Jiang Shuangzhi Wu Yunbo Cao SSL 27 13 0 07 Nov 2022
InfoCSE: Information-aggregated Contrastive Learning of Sentence Embeddings Xing Wu Chaochen Gao Zijia Lin Jizhong Han Zhongyuan Wang Songlin Hu 15 32 0 08 Oct 2022
SDA: Simple Discrete Augmentation for Contrastive Sentence Representation Learning Dongsheng Zhu Zhenyu Mao Jinghui Lu Rui Zhao Fei Tan 30 1 0 08 Oct 2022