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vocabtrimmer/xlm-roberta-large-trimmed-de-75000vocabtrimmer, 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-de-75000 | |
|---|---|---|
| parameter_size_full | 560,142,482 | 380,767,482 |
| parameter_size_embedding | 256,002,048 | 76,802,048 |
| vocab_size | 250,002 | 75,002 |
| compression_rate_full | 100.0 | 67.98 |
| compression_rate_embedding | 100.0 | 30.0 |
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| de | vocabtrimmer/mc4_validation | text | de | validation | 75000 | 2 |