Sentence Transformers

Multilingual sentence, paragraph, and image embeddings. Fast semantic search and similarity.

About Sentence Transformers

Sentence Transformers is a Python framework for computing dense vector representations (embeddings) for sentences, paragraphs, and images. It is built on top of Hugging Face Transformers and provides over 100 pretrained models.

Key Features

✓ 100+ pretrained embedding models
✓ Semantic search & similarity
✓ Multilingual support
✓ Paraphrase mining
✓ Image-text embeddings
✓ Easy fine-tuning

Why choose Sentence Transformers?

Sentence Transformers is an open source alternative to OpenAI Embeddings API. Licensed under Apache-2.0, it gives you full access to the source code and the freedom to modify, self-host, and contribute. It is available as a desktop or web application.