Automatic Speech Recognition on OGI-S Age 8-10
10.28WERC-DR MoE
Evaluation Results
| Method | Links | |
|---|---|---|
| C-DR MoERouting Strategy=Soft Routing, Classifier Type=Weighted-layer Classifier (Coarse-to-Fine), Entropy-Aware Routing (EAR)=true2026.06 | 10.28 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Weighted-layer Classifier (Coarse-to-Fine), Entropy-Aware Routing (EAR)=true2026.06 | 10.33 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Ground-Truth Routing2026.06 | 10.34 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Weighted-layer Classifier (Coarse-to-Fine)2026.06 | 10.41 | |
| C-DR MoERouting Strategy=Soft Routing, Classifier Type=Weighted-layer Classifier (Coarse-to-Fine)2026.06 | 10.41 | |
| Single Dataset Fine-tuneFine-tuning Protocol=Encoder+Projector+LoRA2026.06 | 10.45 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Weighted-layer Classifier (Single-Stage)2026.06 | 10.48 | |
| Single Dataset Fine-tuneFine-tuning Protocol=Projector+LoRA2026.06 | 10.57 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Top-layer Classifier (Single-Stage)2026.06 | 10.72 | |
| Vanilla-Routing MoEFine-tuning Protocol=Pretrain + Gate-only2026.06 | 10.81 | |
| Vanilla-Routing MoEFine-tuning Protocol=Pretrain + Joint2026.06 | 11.3 | |
| Vanilla-Routing MoEFine-tuning Protocol=Joint2026.06 | 11.55 | |
| Single-ExpertArchitecture=One projector, one LoRA2026.06 | 12.5 | |
| Canary-QwenFine-tuning Protocol=Zero-shot2026.06 | 14.86 |