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  For more information, see the [API reference](https://docs.nomic.ai/reference/endpoints/nomic-embed-text)
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  ## Training Details
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  We train our embedder using a multi-stage training pipeline. Starting from a long-context [BERT model](https://huggingface.co/nomic-ai/nomic-bert-2048),
 
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  For more information, see the [API reference](https://docs.nomic.ai/reference/endpoints/nomic-embed-text)
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+ ## Data Visualization
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+ Click the Nomic Atlas map below to visualize a 5M sample of our contrastive pretraining data!
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+ [![image/webp](https://cdn-uploads.huggingface.co/production/uploads/607997c83a565c15675055b3/pjhJhuNyRfPagRd_c_iUz.webp)](https://atlas.nomic.ai/map/nomic-text-embed-v1-5m-sample)
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  ## Training Details
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  We train our embedder using a multi-stage training pipeline. Starting from a long-context [BERT model](https://huggingface.co/nomic-ai/nomic-bert-2048),