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research-backup/mt5-base-trimmed-ru
mt5-base-trimmed-ru is a machine learning model from research-backup. Use it for the machine learning task on the model card, and read the license before you ship it in a product. It is set up for transformers.
This model is a trimmed version of google/mt5-base by vocabtrimmer, a tool for trimming vocabulary of language models to compress the model size. Following table shows a summary of the trimming process.
Downloads · 30 days
6
2% of all-time downloads
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From the Hugging Face model README
vocabtrimmer/mt5-base-trimmed-ruThis model is a trimmed version of google/mt5-base by vocabtrimmer, a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.
| google/mt5-base | vocabtrimmer/mt5-base-trimmed-ru | |
|---|---|---|
| parameter_size_full | 582,401,280 | 425,180,928 |
| parameter_size_embedding | 384,172,032 | 226,951,680 |
| vocab_size | 250,112 | 147,755 |
| compression_rate_full | 100.0 | 73.0 |
| compression_rate_embedding | 100.0 | 59.08 |
Following table shows the parameter used to trim vocabulary.
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| ru | vocabtrimmer/mc4_validation | text | ru | validation | 2 |