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LLM Enhancement Strategy Analysis
Based on the following scenario, identify which of the three primary categories of LLM scaling is being employed. Justify your answer by explaining why it fits the identified category and not the other two.
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Ch.5 Inference - 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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Inference-Time Scaling
A development team is enhancing a large language model through a series of steps. First, they train a new, larger version of the model from scratch on a massive, general-purpose text corpus. Next, they adapt this new model for a specific task by continuing its training on a smaller, curated dataset of customer service conversations. Finally, when the model is deployed, they improve its response quality by using a technique that generates multiple potential answers and selects the best one, a process that does not alter the model's internal parameters. How should these three enhancement strategies be classified in the order they were performed?
Match each description of a large language model enhancement strategy with its correct classification based on the model's lifecycle stage.
LLM Enhancement Strategy Analysis