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  # nomic-embed-text-v1-unsupervised:
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- `nomic-embed-text-v1-unsupervised` is 8192 context length text encoder. This is an intermediate checkpoint from multi-stage contrastive training.
 
 
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  # nomic-embed-text-v1-unsupervised:
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+ `nomic-embed-text-v1-unsupervised` is 8192 context length text encoder. This is a checkpoint after contrastive pretraining from multi-stage contrastive training of the
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+ [final model](https://huggingface.co/nomic-ai/nomic-embed-text-v1). If you want to extract embeddings, we suggest using [nomic-embed-text-v1](https://huggingface.co/nomic-ai/nomic-embed-text-v1)
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+ .
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+ If you would like to finetune a model on more data, you can use this model as an initialization