Multiple Choice

A developer is building a system to identify and categorize entities like names of people, organizations, and locations within a sentence. They use a pre-trained transformer model that processes an entire input sentence at once. For each token in the sentence, the model produces a corresponding output vector. The developer's current design takes only the output vector corresponding to a special initial token (often called [CLS]) and feeds it into a single classification layer to predict all the entity tags for the entire sentence simultaneously.

Which statement best analyzes the flaw in this design for this specific task?

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Updated 2025-09-29

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Ch.2 Generative Models - Foundations of Large Language Models

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