Perplexity, in the realm of language models, is a metric that measures how well a probability distribution (the model's predictions) predicts a sample. Lower perplexity indicates a better model, signifying it's more confident and accurate in its predictions. Essentially, it quantifies the average branching factor of the model's possibilities at each step – how many different words or tokens it's seriously considering. A model with high perplexity is more uncertain and surprised by the input data, suggesting it hasn't learned the underlying patterns effectively.
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