Sentence Embeddings

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Methods

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Method	Year	Papers
MTS Matching The Statements: A Simple and Accurate Model for Key Point Analysis		63
SBERT Sentence-BERT: Sentence Embeddings using Siamese BERT-Networks	2019	44
SimCSE SimCSE: Simple Contrastive Learning of Sentence Embeddings	2021	42
Mirror-BERT Fast, Effective, and Self-Supervised: Transforming Masked Language Models into Universal Lexical and Sentence Encoders	2021	6
TSDAE TSDAE: Using Transformer-based Sequential Denoising Auto-Encoder for Unsupervised Sentence Embedding Learning	2021	3
DeCLUTR DeCLUTR: Deep Contrastive Learning for Unsupervised Textual Representations	2020	3
PAUSE PAUSE: Positive and Annealed Unlabeled Sentence Embedding	2021	1
Trans-Encoder Trans-Encoder: Unsupervised sentence-pair modelling through self- and mutual-distillations	2021	1