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Sentence Embedding

10 repositories

PromptBERT: Improving BERT Sentence Embeddings with Prompts

Python 334 35 Updated Nov 22, 2023

[EMNLP 2021] SimCSE: Simple Contrastive Learning of Sentence Embeddings https://arxiv.org/abs/2104.08821

Python 3,479 519 Updated Oct 16, 2024

Code for our ACL 2021 paper - ConSERT: A Contrastive Framework for Self-Supervised Sentence Representation Transfer

Python 539 81 Updated Dec 10, 2021

SNCSE: Contrastive Learning for Unsupervised Sentence Embedding with Soft Negative Samples

Python 75 12 Updated Sep 18, 2022

TensorFlow implementation of On the Sentence Embeddings from Pre-trained Language Models (EMNLP 2020)

Python 532 68 Updated May 19, 2021

Pytorch-version BERT-flow: One can apply BERT-flow to any PLM within Pytorch framework.

Python 70 11 Updated Sep 8, 2021

Code for "Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning (EMNLP 2022)"

Python 135 16 Updated Nov 17, 2023

Bootstrapped Unsupervised Sentence Representation Learning (ACL 2021)

Python 30 Updated Apr 27, 2022

ACL 2022: Just Rank: Rethinking Evaluation with Word and Sentence Similarities

Python 36 3 Updated Dec 14, 2022

Run Effective Large Batch Contrastive Learning Beyond GPU/TPU Memory Constraint

Python 370 24 Updated Mar 26, 2024