sentence-transformers 开源项目推荐（4,035 个）

OpenBMB /UltraRAG

用于构建复杂且创新的RAG流水线的低代码MCP框架

embeddings-benchmark /mteb

MTEB：跨语言与跨模态嵌入的最先进评估

ddangelov /Top2Vec

Top2Vec learns jointly embedded topic, document and word vectors.

huggingface /setfit

Efficient few-shot learning with Sentence Transformers

beir-cellar /beir

信息检索的异类基准。易于使用，可在15+个不同的IR数据集中评估您的模型。

MinishLab /model2vec

Fast State-of-the-Art Static Embeddings

IntelLabs /fastRAG

Efficient Retrieval Augmentation and Generation Framework

octimot /StoryToolkitAI

一款利用AI转录、理解内容并搜索素材的剪辑工具，集成于ChatGPT及其他AI模型

Minima-AI-Inc /minima

On-premises conversational RAG with configurable containers

kennethleungty /Llama-2-Open-Source-LLM-CPU-Inference

在本地运行 Llama 2 及其他开源大型语言模型，用于 CPU 推理，用于文档问答

BaranziniLab /KG_RAG

利用基于知识图谱的检索增强生成（KG-RAG）赋能大型语言模型（LLM）以实现知识密集型任务

wangyuxinwhy /uniem

unified embedding model

fynnfluegge /codeqai

Local first semantic code search and chat | Leverage custom copilots with fine-tuning datasets from code in Alpaca, Conversational, Completion and Instruction format

voidism /DiffCSE

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

oleksiijko /pmb

Local-first persistent memory for AI coding agents (Claude Code, Cursor, Codex) over MCP. Decisions, lessons and facts live in one SQLite file on your disk. Offline, multilingual.

dpressel /mint

MinT: Minimal Transformer Library and Tutorials

davidberenstein1957 /classy-classification

This repository contains an easy and intuitive approach to few-shot classification using sentence-transformers or spaCy models, or zero-shot classification with Huggingface.

ALucek /QuicKB

Optimize Document Retrieval with Fine-Tuned KnowledgeBases

rag-wtf /open-text-embeddings

Open Source Text Embedding Models with OpenAI Compatible API

yuanzhoulvpi2017 /quick_sentence_transformers

sentence-transformers to onnx 让sbert模型推理效率更快