Title: WALS, RoBERTa, and Extra Quality — What It Means and Why It Matters
Cohesion
: A "set" is only as strong as its weakest link. Extra quality ensures that the synergy between parts creates a whole that is greater than the sum of its elements. The Philosophical Weight
6. Implementation checklist
WALS: A typological database describing structural features of hundreds of languages (e.g., word order, case systems). Useful for linguistic priors and cross-linguistic features.
RoBERTa: A high-performing pretrained transformer language model (improved BERT training recipe). Excels at contextual representation learning across tasks.
"Extra quality": Improved model performance, robustness, or linguistic fidelity obtained by injecting WALS-based signals or constraints into RoBERTa-based systems.
