metadata
language:
- ko
- en
- ja
- zh
- es
- fr
- de
- pt
- it
- ru
- ar
- hi
- th
- vi
- id
- tr
- nl
- pl
tags:
- sentence-transformers
- intent-classification
- multilingual
- layer-pruning
- vocab-pruning
library_name: sentence-transformers
pipeline_tag: sentence-similarity
license: apache-2.0
L4_compact
Ultra-compact multilingual sentence encoder (~57.7MB) for intent classification. 4 layers [0,4,7,11] + 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% |
| L4_compact | 57.7MB | 49.2% | 52.69% | 50.95% |
Model Details
| Property | Value |
|---|---|
| Teacher | paraphrase-multilingual-MiniLM-L12-v2 |
| Vocab | ~20,000 (frequency-based pruning, 97.4% coverage) |
| Size | 57.7MB |
| Distilled | No |