File size: 1,810 Bytes
6f7429e d770b29 6f7429e |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 |
# 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 | 256,028,672 | 177,411,072 |
| 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 | |