Analysis of a Language Model's Training Objective
Analyze the following scenario and explain the most probable reason for the language model's inconsistent performance.
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Ch.1 Pre-training - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Analysis in Bloom's Taxonomy
Cognitive Psychology
Psychology
Social Science
Empirical Science
Science
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A language model is being trained to determine if two sentences are consecutive. For 'positive' examples, it is given two sentences that appear one after the other in a book. For 'negative' examples, the first sentence is from a book about astrophysics, and the second is always from a children's fairy tale. What is the most significant risk associated with this training design?
Evaluating a Model's Training Task
Related
A language model is being trained to determine if two sentences are consecutive. For 'positive' examples, it is given two sentences that appear one after the other in a book. For 'negative' examples, the first sentence is from a book about astrophysics, and the second is always from a children's fairy tale. What is the most significant risk associated with this training design?
Evaluating a Model's Training Task