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TWBG_Materials/文档润色流和知识库构建流/claude-scholar-upstream/skills/results-analysis/examples/example-figure-catalog.md
2026-05-30 16:22:29 +08:00

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Figure Catalog

Figure 1 — Main comparison

  • Filename: figures/figure-01-main-comparison.pdf
  • Purpose: Compare WER across Full fine-tuning, Subject Adapter, and Frozen Encoder.
  • Data source: metrics/summary.csv
  • Plot type: Bar + scatter overlay of seed-level points.
  • Error bars: 95% CI.
  • Caption must include:
    • metric direction,
    • number of seeds,
    • meaning of error bars,
    • whether significance markers are corrected.
  • Key observation: Subject Adapter closes most of the freezing gap.
  • Interpretation checklist:
    • Is the adapter improvement consistent across seeds?
    • Is the gap practically meaningful, not just statistically significant?
    • Does the figure support a design decision?

Figure 2 — Convergence dynamics

  • Filename: figures/figure-02-training-dynamics.pdf
  • Purpose: Compare optimization stability over epochs.
  • Data source: logs/train_curves.csv
  • Plot type: Mean line + uncertainty ribbon.
  • Caption must include:
    • smoothing rule if any,
    • whether ribbon is std or CI,
    • training/eval split.
  • Key observation: Frozen Encoder shows larger oscillation after epoch 8.
  • Interpretation checklist:
    • Is instability transient or persistent?
    • Does curve shape match final metric variance?
    • Does this explain why one method is harder to tune?