Vocabulary Trimmed lmqg/mt5-small-squad-qa: vocabtrimmer/mt5-small-squad-qa-trimmed-en-90000
This model is a trimmed version of lmqg/mt5-small-squad-qa by vocabtrimmer
, a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.
lmqg/mt5-small-squad-qa | vocabtrimmer/mt5-small-squad-qa-trimmed-en-90000 | |
---|---|---|
parameter_size_full | 300,165,504 | 136,224,128 |
parameter_size_embedding | 256,103,424 | 92,162,048 |
vocab_size | 250,101 | 90,002 |
compression_rate_full | 100.0 | 45.38 |
compression_rate_embedding | 100.0 | 35.99 |
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 | 90000 | 2 |