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vocabtrimmer/mbart-large-cc25-itquad-qg-trimmed-it-15000vocabtrimmer, a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.| lmqg/mbart-large-cc25-itquad-qg | vocabtrimmer/mbart-large-cc25-itquad-qg-trimmed-it-15000 | |
|---|---|---|
| parameter_size_full | 610,852,864 | 370,188,288 |
| parameter_size_embedding | 512,057,344 | 30,728,192 |
| vocab_size | 250,028 | 15,004 |
| compression_rate_full | 100.0 | 60.6 |
| compression_rate_embedding | 100.0 | 6.0 |
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| it | vocabtrimmer/mc4_validation | text | it | validation | 15000 | 2 |