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  During training, we employ a novel curriculum-based hard negative mining strategy to ensure the model learns from challenging examples. We use a softmax-based sampling strategy to progressively sample hard negatives with increasing difficulty over time.
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  ## Join the Nomic Community
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  - Website: [https://nomic.ai](https://nomic.ai)
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  - Twitter: [https://twitter.com/nomic_ai](https://twitter.com/nomic_ai)
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  - Discord: [https://discord.gg/myY5YDR8z8](https://discord.gg/myY5YDR8z8)
 
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  During training, we employ a novel curriculum-based hard negative mining strategy to ensure the model learns from challenging examples. We use a softmax-based sampling strategy to progressively sample hard negatives with increasing difficulty over time.
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  ## Join the Nomic Community
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+ - Nomic Embed Ecosystem: [https://www.nomic.ai/embed](https://www.nomic.ai/embed)
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  - Website: [https://nomic.ai](https://nomic.ai)
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  - Twitter: [https://twitter.com/nomic_ai](https://twitter.com/nomic_ai)
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  - Discord: [https://discord.gg/myY5YDR8z8](https://discord.gg/myY5YDR8z8)