Figure Results Review

Audit figures, plots, captions, and result narratives before they become paper evidence or meeting material.

Use this skill when:

• the user has a figure, plot, result screenshot, figure caption, result section, or slide with experimental evidence
• the paper stores each figure as a rendered asset such as figures/fig_name.pdf or figures/fig_name.png plus a LaTeX wrapper such as figures/fig_name.tex
• a paper claim needs to be checked against the actual displayed evidence
• a plot may be missing baselines, error bars, seeds, labels, units, or fairness context
• paper figures need a consistent visual style: color palette, markers, symbols, line widths, fonts, sizing, and notation
• new results require deciding whether to update writing, rerun experiments, diagnose failures, or narrow claims
• a rebuttal needs a concise visual answer
• an advisor meeting needs figures that make the decision obvious

Do not use this skill to design experiments from scratch. Use experiment-design-planner before results exist. Use result-diagnosis when the primary issue is why a result is surprising or broken. Use conference-writing-adapter when the main task is prose style after the evidence is already accepted.

Pair this skill with: