# Vocabulary Trimmed [facebook/xlm-v-base](https://huggingface.co/facebook/xlm-v-base): `vocabtrimmer/xlm-v-base-trimmed-de-15000` 
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.
Following table shows a summary of the trimming process.

|                            | facebook/xlm-v-base   | vocabtrimmer/xlm-v-base-trimmed-de-15000   |
|:---------------------------|:----------------------|:-------------------------------------------|
| parameter_size_full        | 779,396,349           | 97,580,186                                 |
| parameter_size_embedding   | 692,451,072           | 11,521,536                                 |
| vocab_size                 | 901,629               | 15,002                                     |
| compression_rate_full      | 100.0                 | 12.52                                      |
| compression_rate_embedding | 100.0                 | 1.66                                       |


Following table shows the parameter used to trim vocabulary.

 | language   | dataset                     | dataset_column   | dataset_name   | dataset_split   |   target_vocab_size |   min_frequency |
|:-----------|:----------------------------|:-----------------|:---------------|:----------------|--------------------:|----------------:|
| de         | vocabtrimmer/mc4_validation | text             | de             | validation      |               15000 |               2 |