Nomic Embed Text v1.5

Permissive

Nomic AI · Nomic Embed · Released 2024-02

137MEmbedding

A fully open embedding model, including training data and code, with Matryoshka representation learning for variable-size, resizable embeddings.

Strengths

  • +Apache 2.0 license and fully open training data/code
  • +Matryoshka embeddings let you truncate dimensions to trade size for speed
  • +8192-token context window

Limitations

  • -Below the largest 7B-class embedders on some MTEB tasks
  • -Truncated (low-dimension) Matryoshka variants lose some retrieval accuracy

License

Apache 2.0

use commercially with attribution niceties

Hardware

runs on a good consumer GPU (or Apple Silicon) with quantization

Links

Stats

nomic-ai/nomic-embed-text-v1.5— downloads·— likes

via Hugging Face

Related models