Vocabulary Trimmed xlm-roberta-large: vocabtrimmer/xlm-roberta-large-trimmed-it-60000
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-it-60000 | |
---|---|---|
parameter_size_full | 560,142,482 | 365,392,482 |
parameter_size_embedding | 256,002,048 | 61,442,048 |
vocab_size | 250,002 | 60,002 |
compression_rate_full | 100.0 | 65.23 |
compression_rate_embedding | 100.0 | 24.0 |
Following table shows the parameter used to trim vocabulary.
language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
---|---|---|---|---|---|---|
it | vocabtrimmer/mc4_validation | text | it | validation | 60000 | 2 |