Learn Before
A team is optimizing a language model for a real-time translation application. They have a strict computational budget and must keep response times low. They experiment with different search space sizes and record the effect on translation quality and the cost per 1,000 translations. The results are below:
| Search Space Size | Translation Quality (Score) | Cost per 1k Translations |
|---|---|---|
| 5 | 82 | $1.00 |
| 10 | 90 | $2.00 |
| 20 | 94 | $4.00 |
| 40 | 95 | $8.00 |
| 80 | 95.2 | $16.00 |
Given the project's constraints, which search space size represents the most effective and justifiable trade-off between quality and cost?
0
1
Tags
Ch.5 Inference - 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
Related
Balancing Search Scaling and Computational Feasibility
A team is optimizing a language model for a real-time translation application. They have a strict computational budget and must keep response times low. They experiment with different search space sizes and record the effect on translation quality and the cost per 1,000 translations. The results are below:
Search Space Size Translation Quality (Score) Cost per 1k Translations 5 82 $1.00 10 90 $2.00 20 94 $4.00 40 95 $8.00 80 95.2 $16.00 Given the project's constraints, which search space size represents the most effective and justifiable trade-off between quality and cost?
Critique of a Search Scaling Strategy
Strategic Resource Allocation for AI Model Scaling