GorankLabs
/

Rank-Embed-1B

Feature Extraction

sentence-similarity

semantic-search

text-embeddings-inference

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Ill-Ness commited on Apr 8

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 # Rank-Embed-1B
-![Rank-Embed Logo](https://i.imgur.com/mnM7mNb.jpeg)
 Rank-Embed-1B is a specialized 1B-parameter **bi-encoder** model from GorankLabs, fine-tuned from [`google/gemma-3-1b-pt`](https://huggingface.co/google/gemma-3-1b-pt). It is designed to convert text into dense vector representations so systems can reason about semantic meaning rather than relying solely on keyword overlap.

 # Rank-Embed-1B
+![image](https://cdn-uploads.huggingface.co/production/uploads/69625a973527f984b1d0cec1/M1Z3pkuYe4U0jyT71HEaL.png)
 Rank-Embed-1B is a specialized 1B-parameter **bi-encoder** model from GorankLabs, fine-tuned from [`google/gemma-3-1b-pt`](https://huggingface.co/google/gemma-3-1b-pt). It is designed to convert text into dense vector representations so systems can reason about semantic meaning rather than relying solely on keyword overlap.