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README.md
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# Vocabulary Trimmed [facebook/mbart-large-50](https://huggingface.co/facebook/mbart-large-50): `duongttr/japanese-trimmed-mbart-large`
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This model is a trimmed version of [facebook/mbart-large-50](https://huggingface.co/facebook/mbart-large-50) 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/mbart-large-50 | duongttr/japanese-trimmed-mbart-large |
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|:---------------------------|:--------------------------|:----------------------------------------|
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| parameter_size_full | 610,879,488 | 416,319,488 |
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| parameter_size_embedding | 256,055,296 | 61,495,296 |
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| vocab_size | 250,054 | 60,054 |
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| compression_rate_full | 100.0 | 68.15 |
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| compression_rate_embedding | 100.0 | 24.02 |
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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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| ja | vocabtrimmer/mc4_validation | text | ja | validation | 60000 | 2 |
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