To use a WALS-optimized RoBERTa set, the workflow generally follows these steps:

The .zip file is extracted to reveal JSON or CSV files mapping language ISO codes to WALS feature vectors.

) containing "solid" compression, where multiple files are compressed as a single continuous data block to improve efficiency. Contextual Usage