Across 56 tasks, 9 model configurations, and 10,584 runs, LLM-generated skill files provided no reliable performance improvement over task-only prompting for data-science workflows.
Title resolution pending
1 Pith paper cite this work. Polarity classification is still indexing.
1
Pith paper citing it
fields
cs.AI 1years
2026 1verdicts
ACCEPT 1representative citing papers
citing papers explorer
-
Do LLM-Generated Skills Make Better AI Data Scientists? A Component Ablation Across Data-Science Workflows
Across 56 tasks, 9 model configurations, and 10,584 runs, LLM-generated skill files provided no reliable performance improvement over task-only prompting for data-science workflows.