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naacl-experiments

Use when designing or auditing the experimental program of a NAACL submission — matching evidence to language-coverage claims, keeping cross-lingual comparisons budget-fair, testing on natively authored rather than translated data where the claim requires it, and reporting variance that survives reviewer probing.

NAACL-Skills/skills/naacl-experiments/SKILL.md

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# NAACL Experiments

Design experiments backwards from the sentence you want the meta-review to
contain. For NAACL-bound work that sentence almost always has a language
scope in it, so the experimental program's first duty is to make the scope
claim measurable — and its second duty is to make every comparison fair
enough that no single reviewer probe collapses it.

## Match the design to the coverage claim

| Claim you want to make | Minimum design that supports it | Design that fakes it |
|---|---|---|
| "Works for language X" | Natively authored X test data, native-speaker error review | Machine-translated English benchmark relabeled as X |
| "Works across the Americas' languages" | Typologically spread sample (e.g., analytic + agglutinative + polysynthetic) | Three Romance languages standing in for a continent |
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