Zero-Shot Reasoning Task

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A Zero-Shot Reasoning Task is a reasoning task that is a zero-shot task (not been previously seen).

  • Context:
  • Example(s):
    • Identifying the sentiment of a text snippet without prior training on sentiment analysis.
    • Classifying an email as spam or not spam without having been trained on spam detection.
    • Solving arithmetic problems without explicit training on arithmetic tasks.
    • ...
  • Counter-Example(s):
    • Classifying images of cats and dogs after being trained on a dataset of cat and dog images.
    • Predicting stock prices based on historical data, after training on similar data.
    • ...
  • See: Few-Shot Reasoning, NLG.


References

2022