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xlm-roberta-base-trimmed-en
vocabtrimmer/xlm-roberta-base-trimmed-en
xlm-roberta-base-trimmed-en 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 28, 2023
- Updated
- Mar 28, 2023
- SHA
- fa9b3f22
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Model card
From the Hugging Face model README
Vocabulary Trimmed xlm-roberta-base: vocabtrimmer/xlm-roberta-base-trimmed-en
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-en | |
|---|---|---|
| parameter_size_full | 278,295,186 | 219,262,901 |
| parameter_size_embedding | 192,001,536 | 133,046,016 |
| vocab_size | 250,002 | 173,237 |
| compression_rate_full | 100.0 | 78.79 |
| compression_rate_embedding | 100.0 | 69.29 |
Following table shows the parameter used to trim vocabulary.
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| en | vocabtrimmer/mc4_validation | text | en | validation | 2 |
- Task
- Fill-Mask
- Library
- transformers
- Type
- xlm-roberta
- Created
- Mar 28, 2023
- Updated
- Mar 28, 2023