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README.md
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# Vocabulary Trimmed [facebook/xlm-v-base](https://huggingface.co/facebook/xlm-v-base): `vocabtrimmer/xlm-v-base-trimmed-en`
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This model is a trimmed version of [facebook/xlm-v-base](https://huggingface.co/facebook/xlm-v-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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| | facebook/xlm-v-base | vocabtrimmer/xlm-v-base-trimmed-en |
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|:---------------------------|:----------------------|:-------------------------------------|
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| parameter_size_full | 779,396,349 | 458,814,091 |
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| parameter_size_embedding | 692,451,072 | 372,285,696 |
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| vocab_size | 901,629 | 484,747 |
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| compression_rate_full | 100.0 | 58.87 |
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| compression_rate_embedding | 100.0 | 53.76 |
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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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| en | vocabtrimmer/mc4_validation | text | en | validation | | 2 |
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