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shadowknight094 t1_izj34x6 wrote

Can anyone here explain what zeroshot is? New to NLP. Let me know if this is not the right place to ask that though.

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jcasper t1_izj4owg wrote

Zero shot means a large language model (LLM) is performing a task without seeing any examples of the task being done. One shot or few shot gives some examples of the task in the prompt before the task.

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soraki_soladead t1_izjpxd6 wrote

fwiw, it is very difficult to know if the model has seen the task (or similar tasks) before or not due to the nature of the data collection

I feel like zero shot / few shot has taken a much less rigorous tone when applied to LLMs

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FutureIsMine t1_izkmv5n wrote

hmmmmm, to some extent I think you might be onto something, there could be something related, on the other hand, seeing enough data means that you've seen bits and pieces of a zero-shot task so its not exactly "seen" but its not brand new and a novel task, its just piecing it together from multiple other tasks

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Same_Smoke6922 t1_izkdzgw wrote

Giving some examples in the prompt is zero-shot. Few shot means using few examples in the training.

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