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xlm-roberta-base-trimmed-it
vocabtrimmer/xlm-roberta-base-trimmed-it
xlm-roberta-base-trimmed-it is a fill-mask model from vocabtrimmer. Use it when you need the model to fill a missing word. It is set up for transformers.
This model is a trimmed version of xlm-roberta-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.
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At a glance
- Task
- Fill-Mask
- Library
- transformers
- Model type
- xlm-roberta
- Access
- Public
- Created
- Mar 29, 2023
- Updated
- Mar 29, 2023
- SHA
- 71af52d8
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Model card
From the Hugging Face model README
Vocabulary Trimmed xlm-roberta-base: vocabtrimmer/xlm-roberta-base-trimmed-it
This model is a trimmed version of xlm-roberta-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.
| xlm-roberta-base | vocabtrimmer/xlm-roberta-base-trimmed-it | |
|---|---|---|
| parameter_size_full | 278,295,186 | 138,183,386 |
| parameter_size_embedding | 192,001,536 | 52,071,936 |
| vocab_size | 250,002 | 67,802 |
| compression_rate_full | 100.0 | 49.65 |
| compression_rate_embedding | 100.0 | 27.12 |
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 | 2 |
- Task
- Fill-Mask
- Library
- transformers
- Type
- xlm-roberta
- Created
- Mar 29, 2023
- Updated
- Mar 29, 2023