Text embedding

Embeddings are arrays of floating point numbers that represent the semantic meaning of a piece of content

• Multi-lingual

• Context window size - max passage size

• Model size - computing resource

• embedding vector length - storage resource

What is embedding

Embeddings: What they are and why they matter

Embeddings are a really neat trick that often come wrapped in a pile of intimidating jargon. If you can make it through that jargon, they unlock powerful and exciting techniques …

https://simonwillison.net/2023/Oct/23/embeddings/

Sentence embedding

In natural language processing, a sentence embedding refers to a numeric representation of a sentence in the form of a vector of real numbers which encodes meaningful semantic information.

https://en.wikipedia.org/wiki/Sentence_embedding

Leaderboard

MTEB Leaderboard - a Hugging Face Space by mteb

Discover amazing ML apps made by the community

https://huggingface.co/spaces/mteb/leaderboard