Popular GitHub Repositories for Simcse

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

中文无监督SimCSE Pytorch实现

A simple implementation of SimCSE

Transformer-based models implemented in tensorflow 2.x(using keras).

Exploring Japanese SimCSE

Simple Contrastive Learning of Korean Sentence Embeddings

Implementation of "RankCSE: Unsupervised Sentence Representation Learning via Learning to Rank" (ACL 2023)

mSimCSE: Multilingual SimCSE

Extract Molecular SMILES embeddings from language models pre-trained with various objectives architectures.

A TensorFlow 2 Keras implementation of SimCSE with unsupervised and supervised.

A Keras-based and TensorFlow-backend NLP Models Toolkit.

Reinforcement Calibration SimCSE, combining contrastive learning, artificial potential fields, perceptual loss, and RLHF to achieve improved Semantic Textual Similarity (STS) embeddings. PyTorch-based implementations of PerceptualBERT and ForceBasedInfoNCE, along with fine-tuning capabilities via RLHF and evaluation using SentEval.

Sentence Embeddings using Deep Nerual Networks in PRODUCTION!

CRLT: A Unified Contrastive Learning Toolkit for Unsupervised Text Representation Learning

Domain adaption for an embedding model using unsupervised and supervised finetuning on scientific texts for the SciFact retrieval task.

An unsupervised model to clustering Thai news. Using TD-IDF, SimCSE-WangchanBERTa with weighted by number of named entities as a vector representation, and using k-means as an clustering model.