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xlm-v-base-trimmed-it
vocabtrimmer/xlm-v-base-trimmed-it
xlm-v-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 facebook/xlm-v-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 31, 2023
- Updated
- Apr 1, 2023
- SHA
- 8d6a3d8b
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Model card
From the Hugging Face model README
Vocabulary Trimmed facebook/xlm-v-base: vocabtrimmer/xlm-v-base-trimmed-it
This model is a trimmed version of facebook/xlm-v-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.
| facebook/xlm-v-base | vocabtrimmer/xlm-v-base-trimmed-it | |
|---|---|---|
| parameter_size_full | 779,396,349 | 228,094,097 |
| parameter_size_embedding | 692,451,072 | 141,865,728 |
| vocab_size | 901,629 | 184,721 |
| compression_rate_full | 100.0 | 29.27 |
| compression_rate_embedding | 100.0 | 20.49 |
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 31, 2023
- Updated
- Apr 1, 2023