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vocabtrimmer/xlm-roberta-large-trimmed-it-30000vocabtrimmer, 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-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 |
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| it | vocabtrimmer/mc4_validation | text | it | validation | 30000 | 2 |