Choosing Input Formats for Language Tasks
Consider two distinct language processing tasks: (1) Classifying the sentiment of a single movie review as positive or negative, and (2) Determining if a given question is a paraphrase of another question. For each task, state whether a single-text input or a paired-text input would be more appropriate for a model designed to handle both formats, and briefly justify your choice for each.
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What is BERT?
Data Science
Ch.1 Pre-training - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Application in Bloom's Taxonomy
Cognitive Psychology
Psychology
Social Science
Empirical Science
Science
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Next Sentence Prediction (NSP)
A language representation model is designed with the flexibility to process either a single piece of text or a pair of texts as its input, allowing it to be adapted for a wide variety of tasks. Which of the following tasks would most directly benefit from the model's ability to process a pair of texts?
BERT Input Format for Sentence Pairs
Choosing Input Formats for Language Tasks
A language model is being used for four different tasks. Three of these tasks are best addressed by providing the model with a pair of texts to analyze their relationship. One task, however, only requires a single text input. Which task is the outlier that would be handled using a single text input?
Evaluating Language Model Design