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Author: Arjay Kumar
Perplexity is a cornerstone metric in the field of natural language processing (NLP) and machine learning. It is widely used to evaluate the performance of probabilistic models, particularly language models, by measuring their ability to predict data accurately. While the concept may seem abstract at first, perplexity plays a crucial role in understanding how well a model can handle the inherent complexities of language. This article delves into the concept of perplexity, its mathematical foundations, practical applications, and limitations, offering a comprehensive view of why it is so essential in NLP. What is Perplexity? Perplexity, in its simplest form, measures…
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