Popular GitHub Repositories for Sentence Embeddings

Retrieval and Retrieval-augmented LLMs

Leveraging BERT and c-TF-IDF to create easily interpretable topics.

text2vec, text to vector. 文本向量表征工具，把文本转化为向量矩阵，实现了Word2Vec、RankBM25、Sentence-BERT、CoSENT等文本表征、文本相似度计算模型，开箱即用。

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

xmnlp：提供中文分词, 词性标注, 命名体识别，情感分析，文本纠错，文本转拼音，文本摘要，偏旁部首，句子表征及文本相似度计算等功能

unified embedding model

Natural Language Toolkit for Indic Languages aims to provide out of the box support for various NLP tasks that an application developer might need

Compute Sentence Embeddings Fast!

BioWordVec & BioSentVec: pre-trained embeddings for biomedical words and sentences

A Structured Self-attentive Sentence Embedding

Keyphrase or Keyword Extraction 基于预训练模型的中文关键词抽取方法（论文SIFRank: A New Baseline for Unsupervised Keyphrase Extraction Based on Pre-trained Language Model 的中文版代码）

Code for the NAACL 2022 long paper "DiffCSE: Difference-based Contrastive Learning for Sentence Embeddings"

Papers and Book to look at when starting AGI ?

[NeurIPS 2019] Spherical Text Embedding

Clustering sentence embeddings to extract message intent

A Dead Simple BERT API for Python and Java (https://github.com/google-research/bert)

A curated list of awesome resources related to Semantic Search? and Semantic Similarity tasks.

How to encode sentences in a high-dimensional vector space, a.k.a., sentence embedding.

[EMNLP 2022] Improved Universal Sentence Embeddings with Prompt-based Contrastive Learning and Energy-based Learning

中文无监督SimCSE Pytorch实现