L6_compact
Ultra-compact multilingual sentence encoder (~71.2MB) for intent classification. 6 layers [0,1,2,3,4,5] + 20K vocab
Performance
| Model | Size | MassiveIntent | MassiveScenario | Average |
|---|---|---|---|---|
| Teacher (12L, full) | ~480MB | 55.52% | 61.01% | 58.27% |
| L6_bottom (38K vocab) | 98MB | 54.70% | 59.39% | 57.05% |
| L6_compact | 71.2MB | 53.15% | 57.42% | 55.29% |
Model Details
| Property | Value |
|---|---|
| Teacher | paraphrase-multilingual-MiniLM-L12-v2 |
| Vocab | ~20,000 (frequency-based pruning, 97.4% coverage) |
| Size | 71.2MB |
| Distilled | No |