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  • Example of an Unrelated Sentence Pair for NSP

For a task where a model learns to predict if one sentence logically follows another, a negative training example is formatted as [CLS] Sentence A . [SEP] Sentence B . [SEP]. In this format, the [SEP] token's specific function is to explicitly label the sentence pair as unrelated.

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Ch.1 Pre-training - Foundations of Large Language Models

Foundations of Large Language Models

Foundations of Large Language Models Course

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Analysis in Bloom's Taxonomy

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  • A language model is being trained to perform a classification task to determine if two sentences are logically connected. Which of the following inputs would serve as the most effective negative example for this training process?

  • Constructing a Negative Training Example

  • For a task where a model learns to predict if one sentence logically follows another, a negative training example is formatted as [CLS] Sentence A . [SEP] Sentence B . [SEP]. In this format, the [SEP] token's specific function is to explicitly label the sentence pair as unrelated.