Wals Roberta Sets Extra Quality 🎯

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Extra quality is rarely found in the visible surface; it lives in the "sets"—the intentional groupings of components that work in harmony. wals roberta sets extra quality

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5. Expected gains and trade-offs

• Gains: Better low-resource performance, improved cross-lingual transfer, more linguistically plausible outputs.
• Trade-offs: Extra engineering complexity, need for reliable mapping from data to WALS features (some languages missing entries), possible overreliance on typological priors that may not reflect dialectal or register variation.