| name | paper-analysis |
| description | Analyze experimental results for academic papers and give model-selection guidance. Use when the user wants LaTeX experiment analysis paragraphs from data, or practical guidance on which model family to use for academic writing, coding, or paper-polish workflows. |
Paper Analysis
Overview
Use this skill for data-grounded interpretation and model-choice heuristics. Keep time-sensitive rankings out of the main skill body; if the user asks for the latest model status, verify it separately instead of trusting stale lists.
Workflow
- Identify whether the task is experiment interpretation or model selection.
- For experiment interpretation, ground every claim in the provided numbers and load
references/experiment-analysis.md.
- For model selection, use
references/model-selection.md as principles only. If the user asks for the latest or current best model, verify with up-to-date sources before answering.
Reference Routing
- Experimental result to LaTeX analysis paragraph:
references/experiment-analysis.md
- Stable model-selection heuristics for writing and coding workflows:
references/model-selection.md
Analysis Rules
- Never fabricate trends, significance, or causal stories unsupported by the data.
- Distinguish between absolute gains, relative gains, efficiency tradeoffs, and robustness claims.
- Treat model advice as scenario-based guidance, not a frozen leaderboard.
