These are the flagship POTION models. Load them and use them with model2vec (https://github.com/MinishLab/model2vec) or sentence-transformers
![](https://cdn-avatars.huggingface.co/v1/production/uploads/66879bc95324d42cfb51e4bb/4dAjqFHMc1wpaNf70mfk6.png)
The Minish Lab
non-profit
AI & ML interests
small models
Recent Activity
Organization Card
Hello, we're minish!
We're a two-person (@pringled and @stephantulkens) open-source company, with a focus on Natural Language Processing.
We believe that if you make models fast enough, you unlock new possibilities.
Using our software, you can:
- Ingest the entire English Wikipedia in 5 minutes
- Classify tens of thousands of documents per second on CPU
- Approximately deduplicate extremely large datasets in minutes
- Build the fastest RAG application in the world
- Easily evaluate which ANN algorithm works best for your data
Our projects:
- model2vec: make tiny models that are still really really good.
- potion: the best small model in the world. 100-500x faster than a sentence-transformer, and almost as good.
- vicinity: consistent interfaces to many approximate nearest neighbor algorithms.
- semhash: lightning-fast, super accuracte, approximate deduplication for your text datasets.
models
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minishlab/potion-retrieval-32M
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minishlab/potion-base-32M
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minishlab/potion-science-8M
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minishlab/potion-science-32M
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minishlab/M2V_base_glove_subword
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minishlab/M2V_base_glove
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minishlab/M2V_base_output
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minishlab/M2V_multilingual_output
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minishlab/potion-base-2M
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minishlab/potion-base-4M
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