You can now build a custom text classifier without days of human labeling!
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You can now build a custom text classifier without days of human labeling!
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👍 LLMs work reasonably well as text classifiers.
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👍 LLMs work reasonably well as text classifiers.
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👎 They are expensive to run at scale and their performance drops in specialized domains.
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👎 They are expensive to run at scale and their performance drops in specialized domains.
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👍 Purpose-built classifiers have low latency and can potentially run on CPU.
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👍 Purpose-built classifiers have low latency and can potentially run on CPU.
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👎 They require labeled training data.
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👎 They require labeled training data.
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Combine the best of both worlds: the automatic labeling capabilities of LLMs and the high-quality annotations from human experts to train and deploy a specialized model.
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Combine the best of both worlds: the automatic labeling capabilities of LLMs and the high-quality annotations from human experts to train and deploy a specialized model.
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Blog: 
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Blog: 
https://huggingface.co/blog/sdiazlor/custom-text-classifier-ai-human-feedback
https://huggingface.co/blog/sdiazlor/custom-text-classifier-ai-human-feedback
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You can now build a custom text classifier without days of human labeling!

👍 LLMs work reasonably well as text classifiers.
👎 They are expensive to run at scale and their performance drops in specialized domains.

👍 Purpose-built classifiers have low latency and can potentially run on CPU.
👎 They require labeled training data.

Combine the best of both worlds: the automatic labeling capabilities of LLMs and the high-quality annotations from human experts to train and deploy a specialized model.

Blog: https://huggingface.co/blog/sdiazlor/custom-text-classifier-ai-human-feedback
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