Automatic Speech Recognition on OGI-S (Avg.)
10.93WERSingle Dataset Fine-tune
Evaluation Results
| Method | Links | |
|---|---|---|
| Single Dataset Fine-tuneFine-tuning Protocol=Encoder+Projector+LoRA2026.06 | 10.93 | |
| C-DR MoERouting Strategy=Soft Routing, Classifier Type=Weighted-layer Classifier (Coarse-to-Fine), Entropy-Aware Routing (EAR)=true2026.06 | 11.08 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Weighted-layer Classifier (Coarse-to-Fine), Entropy-Aware Routing (EAR)=true2026.06 | 11.16 | |
| C-DR MoERouting Strategy=Soft Routing, Classifier Type=Weighted-layer Classifier (Coarse-to-Fine)2026.06 | 11.31 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Weighted-layer Classifier (Coarse-to-Fine)2026.06 | 11.32 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Ground-Truth Routing2026.06 | 11.33 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Weighted-layer Classifier (Single-Stage)2026.06 | 11.39 | |
| C-DR MoERouting Strategy=Hard Routing, Classifier Type=Top-layer Classifier (Single-Stage)2026.06 | 11.5 | |
| Previous SOTA2026.06 | 11.6 | |
| Single Dataset Fine-tuneFine-tuning Protocol=Projector+LoRA2026.06 | 11.83 | |
| Vanilla-Routing MoEFine-tuning Protocol=Pretrain + Gate-only2026.06 | 12.08 | |
| Vanilla-Routing MoEFine-tuning Protocol=Pretrain + Joint2026.06 | 12.73 | |
| Vanilla-Routing MoEFine-tuning Protocol=Joint2026.06 | 12.89 | |
| Single-Expert2026.06 | 13.63 | |
| Canary-QwenFine-tuning Protocol=Zero-shot2026.06 | 16.31 |