SimCSE: Simple Contrastive Learning of Sentence Embeddings

18 April 2021

Papers citing "SimCSE: Simple Contrastive Learning of Sentence Embeddings"

34 / 484 papers shown

Title
CLLD: Contrastive Learning with Label Distance for Text Classification Jinhe Lan Qingyuan Zhan Chenhao Jiang Kunping Yuan Desheng Wang VLM 34 2 0 25 Oct 2021
CLOOB: Modern Hopfield Networks with InfoLOOB Outperform CLIP Andreas Fürst Elisabeth Rumetshofer Johannes Lehner Viet-Hung Tran Fei Tang ... David P. Kreil Michael K Kopp G. Klambauer Angela Bitto-Nemling Sepp Hochreiter VLM CLIP 207 102 0 21 Oct 2021
Virtual Augmentation Supported Contrastive Learning of Sentence Representations Dejiao Zhang Wei Xiao Henghui Zhu Xiaofei Ma Andrew O. Arnold SSL 51 29 0 16 Oct 2021
Lifelong Pretraining: Continually Adapting Language Models to Emerging Corpora Xisen Jin Dejiao Zhang Henghui Zhu Wei Xiao Shang-Wen Li Xiaokai Wei Andrew O. Arnold Xiang Ren KELM CLL 31 110 0 16 Oct 2021
Seeking Patterns, Not just Memorizing Procedures: Contrastive Learning for Solving Math Word Problems Zhongli Li Wenxuan Zhang Chao Yan Qingyu Zhou Chao Li Hongzhi Liu Yunbo Cao AIMat 33 55 0 16 Oct 2021
MDERank: A Masked Document Embedding Rank Approach for Unsupervised Keyphrase Extraction Linhan Zhang Qian Chen Wen Wang Chong Deng Shiliang Zhang Bing Li Wei Wang Xin Cao 45 56 0 13 Oct 2021
Supervision Exists Everywhere: A Data Efficient Contrastive Language-Image Pre-training Paradigm Yangguang Li Feng Liang Lichen Zhao Yufeng Cui Wanli Ouyang Jing Shao F. Yu Junjie Yan VLM CLIP 29 443 0 11 Oct 2021
The Inductive Bias of In-Context Learning: Rethinking Pretraining Example Design Yoav Levine Noam Wies Daniel Jannai D. Navon Yedid Hoshen Amnon Shashua AI4CE 35 36 0 09 Oct 2021
Towards Learning (Dis)-Similarity of Source Code from Program Contrasts Yangruibo Ding Luca Buratti Saurabh Pujar Alessandro Morari Baishakhi Ray Saikat Chakraborty 21 36 0 08 Oct 2021
ProGCL: Rethinking Hard Negative Mining in Graph Contrastive Learning Jun Xia Lirong Wu Ge Wang Jintao Chen Stan Z. Li 25 120 0 05 Oct 2021
Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations Fangyu Liu Yunlong Jiao Jordan Massiah Emine Yilmaz Serhii Havrylov SSL 95 29 0 27 Sep 2021
Context-guided Triple Matching for Multiple Choice Question Answering Xun Yao Junlong Ma Xinrong Hu Junping Liu Jie Yang Wanqing Li 22 2 0 27 Sep 2021
ConvFiT: Conversational Fine-Tuning of Pretrained Language Models Ivan Vulić Pei-hao Su Sam Coope D. Gerz Paweł Budzianowski I. Casanueva Nikola Mrkvsić Tsung-Hsien Wen 27 36 0 21 Sep 2021
MirrorWiC: On Eliciting Word-in-Context Representations from Pretrained Language Models Qianchu Liu Fangyu Liu Nigel Collier Anna Korhonen Ivan Vulić 139 21 0 19 Sep 2021
Towards Zero and Few-shot Knowledge-seeking Turn Detection in Task-orientated Dialogue Systems Di Jin Shuyang Gao Seokhwan Kim Yang Liu Dilek Z. Hakkani-Tür 16 7 0 18 Sep 2021
Assisting the Human Fact-Checkers: Detecting All Previously Fact-Checked Claims in a Document Shaden Shaar Nikola Georgiev Firoj Alam Giovanni Da San Martino Aisha Mohamed Preslav Nakov HILM 70 26 0 14 Sep 2021
EfficientCLIP: Efficient Cross-Modal Pre-training by Ensemble Confident Learning and Language Modeling Jue Wang Haofan Wang Jincan Deng Weijia Wu Debing Zhang VLM CLIP 67 18 0 10 Sep 2021
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 39 129 0 09 Sep 2021
Aligning Cross-lingual Sentence Representations with Dual Momentum Contrast Liang Wang Wei-Ye Zhao Jingming Liu 32 14 0 01 Sep 2021
Sentence-T5: Scalable Sentence Encoders from Pre-trained Text-to-Text Models Jianmo Ni Gustavo Hernández Ábrego Noah Constant Ji Ma Keith B. Hall Daniel Cer Yinfei Yang 58 529 0 19 Aug 2021
ICAF: Iterative Contrastive Alignment Framework for Multimodal Abstractive Summarization Zijian Zhang Chang Shu Youxin Chen Jing Xiao Qian Zhang Lu Zheng 23 5 0 11 Aug 2021
On the Efficacy of Small Self-Supervised Contrastive Models without Distillation Signals Haizhou Shi Youcai Zhang Siliang Tang Wenjie Zhu Yaqian Li Yandong Guo Yueting Zhuang SyDa 23 14 0 30 Jul 2021
Improved Text Classification via Contrastive Adversarial Training Lin Pan Chung-Wei Hang Avirup Sil Saloni Potdar AAML 26 86 0 21 Jul 2021
CLINE: Contrastive Learning with Semantic Negative Examples for Natural Language Understanding Dong Wang Ning Ding Pijian Li Haitao Zheng AAML 37 115 0 01 Jul 2021
R-Drop: Regularized Dropout for Neural Networks Xiaobo Liang Lijun Wu Juntao Li Yue Wang Qi Meng Tao Qin Wei Chen Mengdi Zhang Tie-Yan Liu 47 424 0 28 Jun 2021
Self-Guided Contrastive Learning for BERT Sentence Representations Taeuk Kim Kang Min Yoo Sang-goo Lee SSL 39 202 0 03 Jun 2021
Contrastive Attraction and Contrastive Repulsion for Representation Learning Huangjie Zheng Xu Chen Jiangchao Yao Hongxia Yang Chunyuan Li Ya Zhang Hao Zhang Ivor Tsang Jingren Zhou Mingyuan Zhou SSL 42 12 0 08 May 2021
Learning Graph Representation by Aggregating Subgraphs via Mutual Information Maximization Chenguang Wang Ziwen Liu SSL 33 17 0 24 Mar 2021
CSFCube -- A Test Collection of Computer Science Research Articles for Faceted Query by Example Sheshera Mysore Timothy J. O'Gorman Andrew McCallum Hamed Zamani 31 19 0 24 Mar 2021
A Primer on Contrastive Pretraining in Language Processing: Methods, Lessons Learned and Perspectives Nils Rethmeier Isabelle Augenstein SSL VLM 90 90 0 25 Feb 2021
Training Large-Scale News Recommenders with Pretrained Language Models in the Loop Shitao Xiao Zheng Liu Yingxia Shao Tao Di Xing Xie VLM AIFin 127 41 0 18 Feb 2021
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
Understanding Negative Samples in Instance Discriminative Self-supervised Representation Learning Kento Nozawa Issei Sato SSL 22 43 0 13 Feb 2021
Data-Efficient Pretraining via Contrastive Self-Supervision Nils Rethmeier Isabelle Augenstein 23 20 0 02 Oct 2020