| Set Type | Content Example | |----------|----------------| | | 100 languages with word order (SOV/SVO) as labels | | Validation | 20 languages for tuning | | Test | 16 languages – the "136" might refer to total instances across sets | | Feature sets | Groups of WALS features (e.g., features 1–20: phonology, 21–40: morphology) |

Assuming you have unzipped the file (using unzip wals_roberta_sets_136.zip -d wals_roberta_data/ ), here is the standard workflow:


Wals Roberta Sets 136zip

| Set Type | Content Example | |----------|----------------| | | 100 languages with word order (SOV/SVO) as labels | | Validation | 20 languages for tuning | | Test | 16 languages – the "136" might refer to total instances across sets | | Feature sets | Groups of WALS features (e.g., features 1–20: phonology, 21–40: morphology) |

Assuming you have unzipped the file (using unzip wals_roberta_sets_136.zip -d wals_roberta_data/ ), here is the standard workflow: wals roberta sets 136zip