Vocabulary Trimmed xlm-roberta-large: vocabtrimmer/xlm-roberta-large-trimmed-ar-30000
This model is a trimmed version of xlm-roberta-large by vocabtrimmer
, a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.
xlm-roberta-large | vocabtrimmer/xlm-roberta-large-trimmed-ar-30000 | |
---|---|---|
parameter_size_full | 560,142,482 | 334,642,482 |
parameter_size_embedding | 256,002,048 | 30,722,048 |
vocab_size | 250,002 | 30,002 |
compression_rate_full | 100.0 | 59.74 |
compression_rate_embedding | 100.0 | 12.0 |
Following table shows the parameter used to trim vocabulary.
language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
---|---|---|---|---|---|---|
ar | vocabtrimmer/mc4_validation | text | ar | validation | 30000 | 2 |