backup materials and knowledge-base docs
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# Figure Interpretation in Results Reports
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A results report should not dump figures.
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For each major figure, write four blocks:
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- **Why this figure exists**
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- **What to notice**
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- **What interpretation is supported**
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- **What this changes in the project decision**
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## Example micro-structure
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### Figure X
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- Purpose: compare adapter vs freezing under the same transfer setting.
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- Observation: adapter improves mean WER and reduces variance.
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- Interpretation: subject-specific adaptation likely resolves part of the transfer mismatch.
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- Decision implication: prioritize adapter ablations before expanding frozen-only variants.
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