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A team is developing a system to find the best instructions for a language model on a complex task. They have generated 50,000 different candidate instructions. The full evaluation process for each candidate is computationally intensive and expensive. An engineer proposes implementing a preliminary, less accurate, but very fast filtering step to discard 95% of the candidates before the full, expensive evaluation begins. Which of the following statements best evaluates the primary trade-off of this proposal?
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Ch.3 Prompting - Foundations of Large Language Models
Foundations of Large Language Models
Foundations of Large Language Models Course
Computing Sciences
Evaluation in Bloom's Taxonomy
Cognitive Psychology
Psychology
Social Science
Empirical Science
Science
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Score-based Pruning of Prompts
A team is developing a system to find the best instructions for a language model on a complex task. They have generated 50,000 different candidate instructions. The full evaluation process for each candidate is computationally intensive and expensive. An engineer proposes implementing a preliminary, less accurate, but very fast filtering step to discard 95% of the candidates before the full, expensive evaluation begins. Which of the following statements best evaluates the primary trade-off of this proposal?
Resource-Constrained Prompt Optimization
Justifying the Pruning Step in Prompt Optimization