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Updated docs
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Expand Up @@ -136,14 +136,15 @@ Our official documentation can be found [here](https://github.com/MinishLab/mode
We provide a number of models that can be used out of the box. These models are available on the [HuggingFace hub](https://huggingface.co/collections/minishlab/model2vec-base-models-66fd9dd9b7c3b3c0f25ca90e) and can be loaded using the `from_pretrained` method. The models are listed below.


| Model | Language | Sentence Transformer | Params |
|-----------------------------------------------------------------------|------------|-----------------------------------------------------------------|---------|
| [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 32.3M |
| [potion-base-8M](https://huggingface.co/minishlab/potion-base-8M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 7.5M |
| [potion-base-4M](https://huggingface.co/minishlab/potion-base-4M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 3.7M |
| [potion-base-2M](https://huggingface.co/minishlab/potion-base-2M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 1.8M |
| [potion-retrieval-32M](https://huggingface.co/minishlab/potion-retrieval-32M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 32.3M |
| [M2V_multilingual_output](https://huggingface.co/minishlab/M2V_multilingual_output) | Multilingual | [LaBSE](https://huggingface.co/sentence-transformers/LaBSE) | 471M |

| Model | Language | Sentence Transformer | Params | Task |
|-----------------------------------------------------------------------|------------|-----------------------------------------------------------------|---------|-----------|
| [potion-base-32M](https://huggingface.co/minishlab/potion-base-32M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 32.3M | General |
| [potion-base-8M](https://huggingface.co/minishlab/potion-base-8M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 7.5M | General |
| [potion-base-4M](https://huggingface.co/minishlab/potion-base-4M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 3.7M | General |
| [potion-base-2M](https://huggingface.co/minishlab/potion-base-2M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 1.8M | General |
| [potion-retrieval-32M](https://huggingface.co/minishlab/potion-retrieval-32M) | English | [bge-base-en-v1.5](https://huggingface.co/BAAI/bge-base-en-v1.5) | 32.3M | Retrieval |
| [M2V_multilingual_output](https://huggingface.co/minishlab/M2V_multilingual_output) | Multilingual | [LaBSE](https://huggingface.co/sentence-transformers/LaBSE) | 471M | General |


## Results
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