Self-Guided Contrastive Learning for BERT Sentence Representations

3 June 2021

Papers citing "Self-Guided Contrastive Learning for BERT Sentence Representations"

50 / 102 papers shown

Title
TreeHop: Generate and Filter Next Query Embeddings Efficiently for Multi-hop Question Answering Zhonghao Li Kunpeng Zhang Jinghuai Ou Shuliang Liu Xuming Hu 61 0 0 28 Apr 2025
Domain Adaptation for Japanese Sentence Embeddings with Contrastive Learning based on Synthetic Sentence Generation Zihao Chen H. Handa Miho Ohsaki Kimiaki Shirahama 57 0 0 12 Mar 2025
INTENT: Trajectory Prediction Framework with Intention-Guided Contrastive Clustering Yihong Tang Wei-Ying Ma 41 0 0 06 Mar 2025
Set-Theoretic Compositionality of Sentence Embeddings Naman Bansal Yash Mahajan Sanjeev Kumar Sinha S. Karmaker CoGe 72 0 0 28 Feb 2025
FairDgcl: Fairness-aware Recommendation with Dynamic Graph Contrastive Learning Wei Chen Meng Yuan Zhao Zhang Ruobing Xie Fuzhen Zhuang Deqing Wang Rui Liu 16 0 0 23 Oct 2024
Controllable Discovery of Intents: Incremental Deep Clustering Using Semi-Supervised Contrastive Learning Mrinal Rawat Hithesh Sankararaman Victor Barrès 21 0 0 18 Oct 2024
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning Peichao Lai Zhengfeng Zhang Wentao Zhang Fangcheng Fu Bin Cui 28 0 0 19 Sep 2024
HiLight: A Hierarchy-aware Light Global Model with Hierarchical Local ConTrastive Learning Zhijian Chen Zhonghua Li Jianxin Yang Ye Qi VLM 22 0 0 11 Aug 2024
Enhancing Idiomatic Representation in Multiple Languages via an Adaptive Contrastive Triplet Loss Wei He M. Idiart Carolina Scarton Aline Villavicencio 32 2 0 21 Jun 2024
Randomized Geometric Algebra Methods for Convex Neural Networks Yifei Wang Sungyoon Kim Paul Chu Indu Subramaniam Mert Pilanci AAML 44 0 0 04 Jun 2024
Dual-perspective Cross Contrastive Learning in Graph Transformers Zelin Yao Chuang Liu Xueqi Ma Mukun Chen Jia Wu Xiantao Cai Bo Du Wenbin Hu 37 0 0 01 Jun 2024
Multilingual Sentence-T5: Scalable Sentence Encoders for Multilingual Applications Chihiro Yano Akihiko Fukuchi Shoko Fukasawa Hideyuki Tachibana Yotaro Watanabe 39 2 0 26 Mar 2024
KDMCSE: Knowledge Distillation Multimodal Sentence Embeddings with Adaptive Angular margin Contrastive Learning Cong-Duy Nguyen Thong Nguyen Xiaobao Wu A. Luu 35 10 0 26 Mar 2024
Efficient Information Extraction in Few-Shot Relation Classification through Contrastive Representation Learning Philipp Borchert Jochen De Weerdt Marie-Francine Moens 22 1 0 25 Mar 2024
Hyper-CL: Conditioning Sentence Representations with Hypernetworks Young Hyun Yoo Jii Cha Changhyeon Kim Taeuk Kim 19 3 0 14 Mar 2024
FaultProfIT: Hierarchical Fault Profiling of Incident Tickets in Large-scale Cloud Systems Junjie Huang Jinyang Liu Zhuangbin Chen Zhihan Jiang Yichen Li Jiazhen Gu Cong Feng Zengyin Yang Yongqiang Yang Michael R. Lyu 18 8 0 27 Feb 2024
DenoSent: A Denoising Objective for Self-Supervised Sentence Representation Learning Xinghao Wang Junliang He Pengyu Wang Yunhua Zhou Tianxiang Sun Xipeng Qiu AI4TS 30 2 0 24 Jan 2024
Sim-GPT: Text Similarity via GPT Annotated Data Shuhe Wang Beiming Cao Shengyu Zhang Xiaoya Li Jiwei Li Fei Wu Guoyin Wang Eduard Hovy 35 2 0 09 Dec 2023
Weakly Supervised Detection of Hallucinations in LLM Activations Miriam Rateike C. Cintas John Wamburu Tanya Akumu Skyler Speakman 18 11 0 05 Dec 2023
Translation Aligned Sentence Embeddings for Turkish Language Eren Unlu Unver Ciftci 26 0 0 16 Nov 2023
Personality Style Recognition via Machine Learning: Identifying Anaclitic and Introjective Personality Styles from Patients' Speech Semere Kiros Bitew Vincent Schelstraete Klim Zaporojets K. V. Nieuwenhove R. Meganck Chris Develder 11 0 0 07 Nov 2023
An Efficient Self-Supervised Cross-View Training For Sentence Embedding Peerat Limkonchotiwat Wuttikorn Ponwitayarat Lalita Lowphansirikul Can Udomcharoenchaikit E. Chuangsuwanich Sarana Nutanong SSL AI4TS 12 4 0 06 Nov 2023
A Diffusion Weighted Graph Framework for New Intent Discovery Wenkai Shi Wenbin An Feng Tian Qinghua Zheng Qianying Wang Ping Chen DiffM 18 9 0 24 Oct 2023
Harnessing Attention Mechanisms: Efficient Sequence Reduction using Attention-based Autoencoders Daniel Biermann Fabrizio Palumbo Morten Goodwin Ole-Christoffer Granmo 22 0 0 23 Oct 2023
DistillCSE: Distilled Contrastive Learning for Sentence Embeddings Jiahao Xu Wei Shao Lihui Chen Lemao Liu FedML 18 4 0 20 Oct 2023
Multi-level Contrastive Learning for Script-based Character Understanding Dawei Li Hengyuan Zhang Yanran Li Shiping Yang 38 17 0 20 Oct 2023
Language Models are Universal Embedders Xin Zhang Zehan Li Yanzhao Zhang Dingkun Long Pengjun Xie Meishan Zhang Min Zhang KELM ELM 35 6 0 12 Oct 2023
SemStamp: A Semantic Watermark with Paraphrastic Robustness for Text Generation Abe Bohan Hou Jingyu Zhang Tianxing He Yichen Wang Yung-Sung Chuang Hongwei Wang Lingfeng Shen Benjamin Van Durme Daniel Khashabi Yulia Tsvetkov WaLM 32 0 0 06 Oct 2023
Joint Multiple Intent Detection and Slot Filling with Supervised Contrastive Learning and Self-Distillation Nguyen Anh Tu Hoang Thi Thu Uyen Tu Minh Phuong Ngo Xuan Bach VLM 14 4 0 28 Aug 2023
CMLM-CSE: Based on Conditional MLM Contrastive Learning for Sentence Embeddings Zhang Wei Xu Chen 16 1 0 16 Jun 2023
Generate to Understand for Representation Changshan Xue Xiande Zhong Xiaoqing Liu VLM 38 0 0 14 Jun 2023
Contrastive Bootstrapping for Label Refinement Shudi Hou Yu Xia Muhao Chen Sujian Li 14 0 0 07 Jun 2023
Systematic Analysis of Music Representations from BERT Sangjun Han H. Ihm Woohyung Lim 32 1 0 06 Jun 2023
Exploring Anisotropy and Outliers in Multilingual Language Models for Cross-Lingual Semantic Sentence Similarity Katharina Hämmerl Alina Fastowski Jindrich Libovický Alexander M. Fraser 20 6 0 01 Jun 2023
Controlled Text Generation with Hidden Representation Transformations Vaibhav Kumar H. Koorehdavoudi Masud Moshtaghi Amita Misra Ankit Chadha Emilio Ferrara 18 3 0 30 May 2023
Whitening-based Contrastive Learning of Sentence Embeddings Wenjie Zhuo Yifan Sun Xiaohan Wang Linchao Zhu Yezhou Yang 27 18 0 28 May 2023
RankCSE: Unsupervised Sentence Representations Learning via Learning to Rank Jiduan Liu Jiahao Liu Qifan Wang Jingang Wang Wei Yu Wu Yunsen Xian Dongyan Zhao Kai Chen Rui Yan SSL 16 35 0 26 May 2023
SimCSE++: Improving Contrastive Learning for Sentence Embeddings from Two Perspectives Jiahao Xu Wei Shao Lihu Chen Lemao Liu 25 17 0 22 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 29 6 0 22 May 2023
Clustering-Aware Negative Sampling for Unsupervised Sentence Representation Jinghao Deng Fanqi Wan Tao Yang Xiaojun Quan Rui Wang SSL 16 9 0 17 May 2023
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 27 6 0 15 May 2023
"Nothing Abnormal": Disambiguating Medical Reports via Contrastive Knowledge Infusion Zexue He An Yan Amilcare Gentili Julian McAuley Chun-Nan Hsu MedIm 14 2 0 15 May 2023
Evaluating Embedding APIs for Information Retrieval Ehsan Kamalloo Xinyu Crystina Zhang Odunayo Ogundepo Nandan Thakur David Alfonso-Hermelo Mehdi Rezagholizadeh Jimmy J. Lin RALM 27 19 0 10 May 2023
Alleviating Over-smoothing for Unsupervised Sentence Representation Nuo Chen Linjun Shou Ming Gong Jian Pei Bowen Cao Jianhui Chang Daxin Jiang Jia Li SSL 30 18 0 09 May 2023
Part Aware Contrastive Learning for Self-Supervised Action Recognition Yilei Hua Wenhan Wu Ce Zheng Aidong Lu Mengyuan Liu C. L. P. Chen Shiqian Wu SSL 105 33 0 01 May 2023
ESCL: Equivariant Self-Contrastive Learning for Sentence Representations Jie Liu Yixuan Liu Xue Han Chao Deng Junlan Feng SSL 11 2 0 09 Mar 2023
Multi-Task Self-Supervised Time-Series Representation Learning Heejeong Choi Pilsung Kang AI4TS SSL 52 11 0 02 Mar 2023
MFBE: Leveraging Multi-Field Information of FAQs for Efficient Dense Retrieval Debopriyo Banerjee Mausam Jain Ashish Kulkarni 25 0 0 23 Feb 2023
Cluster-Level Contrastive Learning for Emotion Recognition in Conversations Kailai Yang Tianlin Zhang Hassan Alhuzali Sophia Ananiadou 8 42 0 07 Feb 2023
Probing Out-of-Distribution Robustness of Language Models with Parameter-Efficient Transfer Learning Hyunsoo Cho Choonghyun Park Junyeop Kim Hyuhng Joon Kim Kang Min Yoo Sang-goo Lee OODD 18 3 0 27 Jan 2023