L3_compact

Ultra-compact multilingual sentence encoder (~50.9MB) for intent classification. 3 layers [0,6,11] + 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%
L3_compact 50.9MB 47.5% 50.4% 48.95%

Model Details

Property Value
Teacher paraphrase-multilingual-MiniLM-L12-v2
Vocab ~20,000 (frequency-based pruning, 97.4% coverage)
Size 50.9MB
Distilled No

Quick Start

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Safetensors
Model size
13.3M params
Tensor type
F32
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