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vocabtrimmer/xlm-roberta-base-tweet-sentiment-en-trimmed-en-50000vocabtrimmer, 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-en | vocabtrimmer/xlm-roberta-base-tweet-sentiment-en-trimmed-en-50000 | |
|---|---|---|
| parameter_size_full | 278,045,955 | 124,445,955 |
| parameter_size_embedding | 192,001,536 | 38,401,536 |
| vocab_size | 250,002 | 50,002 |
| compression_rate_full | 100.0 | 44.76 |
| compression_rate_embedding | 100.0 | 20.0 |
| language | dataset | dataset_column | dataset_name | dataset_split | target_vocab_size | min_frequency |
|---|---|---|---|---|---|---|
| en | vocabtrimmer/mc4_validation | text | en | validation | 50000 | 2 |