A company wants to build a system that automatically summarizes long business reports. They are evaluating two different architectural approaches that both use a powerful language model.
Approach A: The system feeds the full report into the language model with the direct instruction, 'Create a one-paragraph summary of the following report.' The model's text output is used as the final summary.
Approach B: The system first breaks the report into sentences. It then uses the language model to calculate an 'importance score' for each sentence. Finally, a separate algorithm selects the top-scoring sentences and combines them to form the summary.
Which approach exemplifies the modern paradigm where the language model acts as a complete, standalone system, and why?
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Ch.2 Generative Models - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
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Transforming NLP Tasks into Text Generation with LLMs
A company wants to build a system that automatically summarizes long business reports. They are evaluating two different architectural approaches that both use a powerful language model.
Approach A: The system feeds the full report into the language model with the direct instruction, 'Create a one-paragraph summary of the following report.' The model's text output is used as the final summary.
Approach B: The system first breaks the report into sentences. It then uses the language model to calculate an 'importance score' for each sentence. Finally, a separate algorithm selects the top-scoring sentences and combines them to form the summary.
Which approach exemplifies the modern paradigm where the language model acts as a complete, standalone system, and why?
Analysis of a Language Model's Role in a System
Analyze each of the following system descriptions and match it to the language model application paradigm it represents.