Vocabulary Trimmed cardiffnlp/xlm-roberta-base-tweet-sentiment-es: vocabtrimmer/xlm-roberta-base-tweet-sentiment-es-trimmed-es
This model is a trimmed version of cardiffnlp/xlm-roberta-base-tweet-sentiment-es by vocabtrimmer
, a tool for trimming vocabulary of language models to compress the model size.
Following table shows a summary of the trimming process.
cardiffnlp/xlm-roberta-base-tweet-sentiment-es | vocabtrimmer/xlm-roberta-base-tweet-sentiment-es-trimmed-es | |
---|---|---|
parameter_size_full | 278,045,955 | 152,921,859 |
parameter_size_embedding | 192,001,536 | 66,877,440 |
vocab_size | 250,002 | 87,080 |
compression_rate_full | 100.0 | 55.0 |
compression_rate_embedding | 100.0 | 34.83 |
Following table shows the parameter used to trim vocabulary.
language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
---|---|---|---|---|---|---|
es | vocabtrimmer/mc4_validation | text | es | validation | 2 |