Model | Parameters | Speedup | Score |
---|---|---|---|
Fine-tuning | |||
BETO uncased | 110M | 1.00x | 81.02 |
BETO cased | 110M | 1.00x | 84.82 |
DistilBETO | 67M | 2.00x | 76.73 |
ALBETO tiny | 5M | 18.05x | 74.97 |
ALBETO base | 12M | 0.99x | 83.25 |
ALBETO large | 18M | 0.28x | 82.02 |
ALBETO xlarge | 59M | 0.07x | 84.13 |
ALBETO xxlarge | 223M | 0.03x | 85.17 |
BERTIN | 125M | 1.00x | 83.97 |
RoBERTa BNE base | 125M | 1.00x | 84.83 |
RoBERTa BNE large | 355M | 0.28x | 68.42 |
Task-specific Knowledge Distillation | |||
ALBETO tiny | 5M | 18.05x | 76.49 |
ALBETO base-2 | 12M | 5.96x | 72.98 |
ALBETO base-4 | 12M | 2.99x | 80.06 |
ALBETO base-6 | 12M | 1.99x | 82.70 |
ALBETO base-8 | 12M | 1.49x | 83.78 |
ALBETO base-10 | 12M | 1.19x | 84.32 |
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Code for "Speedy Gonzales: A Collection of Fast Task-Specific Models for Spanish"
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