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README.md
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# Vocabulary Trimmed [xlm-roberta-base](https://huggingface.co/xlm-roberta-base): `vocabtrimmer/xlm-roberta-base-trimmed-it`
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This model is a trimmed version of [xlm-roberta-base](https://huggingface.co/xlm-roberta-base) by [`vocabtrimmer`](https://github.com/asahi417/lm-vocab-trimmer), a tool for trimming vocabulary of language models to compress the model size.
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Following table shows a summary of the trimming process.
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| | xlm-roberta-base | vocabtrimmer/xlm-roberta-base-trimmed-it |
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|:---------------------------|:-------------------|:-------------------------------------------|
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| parameter_size_full | 278,295,186 | 138,183,386 |
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| parameter_size_embedding | 192,001,536 | 52,071,936 |
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| vocab_size | 250,002 | 67,802 |
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| compression_rate_full | 100.0 | 49.65 |
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| compression_rate_embedding | 100.0 | 27.12 |
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Following table shows the parameter used to trim vocabulary.
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| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
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|:-----------|:----------------------------|:-----------------|:---------------|:----------------|:--------------------|----------------:|
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| it | vocabtrimmer/mc4_validation | text | it | validation | | 2 |
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