| # Vocabulary Trimmed [lmqg/mbart-large-cc25-squad-qa](https://huggingface.co/lmqg/mbart-large-cc25-squad-qa): `vocabtrimmer/mbart-large-cc25-squad-qa-trimmed-en` | |
| This model is a trimmed version of [lmqg/mbart-large-cc25-squad-qa](https://huggingface.co/lmqg/mbart-large-cc25-squad-qa) 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. | |
| | | lmqg/mbart-large-cc25-squad-qa | vocabtrimmer/mbart-large-cc25-squad-qa-trimmed-en | | |
| |:---------------------------|:---------------------------------|:----------------------------------------------------| | |
| | parameter_size_full | 610,852,864 | 532,235,264 | | |
| | parameter_size_embedding | 512,057,344 | 354,822,144 | | |
| | vocab_size | 250,028 | 173,253 | | |
| | compression_rate_full | 100.0 | 87.13 | | |
| | compression_rate_embedding | 100.0 | 69.29 | | |
| Following table shows the parameter used to trim vocabulary. | |
| | language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency | | |
| |:-----------|:----------------------------|:-----------------|:---------------|:----------------|:--------------------|----------------:| | |
| | en | vocabtrimmer/mc4_validation | text | en | validation | | 2 | |