Speech Recognition on LibriSpeech (test-clean)
0.59BWERPhi-4-Multimodal + RLBR
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Phi-4-Multimodal + RLBRN (Biasing list size)=1002026.01 | 0.59 | 0.82 | 0.85 | |
| Phi-4-Multimodal + SFTN (Biasing list size)=1002026.01 | 1.06 | 0.95 | 0.93 | |
| Phi-4-Multimodal + RLBRN (Biasing list size)=5002026.01 | 1.09 | 0.96 | 0.95 | |
| Phi-4-Multimodal + RLBRN (Biasing list size)=10002026.01 | 1.36 | 1.07 | 1.03 | |
| Phi-4-Multimodal + SFTN (Biasing list size)=5002026.01 | 1.7 | 1.06 | 0.98 | |
| Phi-4-Multimodal + SFTN (Biasing list size)=10002026.01 | 2.38 | 1.14 | 0.99 | |
| Dynamic VocabularyN (Biasing list size)=1002026.01 | 2.8 | 1.8 | 1.7 | |
| Dynamic VocabularyN (Biasing list size)=5002026.01 | 3.1 | 1.92 | 1.8 | |
| Dynamic VocabularyN (Biasing list size)=10002026.01 | 3.3 | 2.01 | 1.9 | |
| CTC-Assisted LLMN (Biasing list size)=1002026.01 | 3.67 | 1.27 | 1 | |
| CTC-Assisted LLMN (Biasing list size)=5002026.01 | 3.92 | 1.33 | 1.03 | |
| CTC-Assisted LLMN (Biasing list size)=10002026.01 | 4.16 | 1.33 | 1 | |
| Phi-4-MultimodalN (Biasing list size)=1002026.01 | 5.89 | 1.48 | 0.92 | |
| Phi-4-MultimodalN (Biasing list size)=02026.01 | 7.44 | 1.67 | 0.94 | |
| Phi-4-Multimodal + SFTN (Biasing list size)=02026.01 | 7.49 | 1.72 | 0.99 | |
| Phi-4-Multimodal + RLBRN (Biasing list size)=02026.01 | 7.82 | 1.72 | 0.95 | |
| CTC-Assisted LLMN (Biasing list size)=02026.01 | 9.33 | 1.96 | 1.11 | |
| Dynamic VocabularyN (Biasing list size)=02026.01 | 13.8 | 3.16 | 1.9 | |
| Phi-4-MultimodalN (Biasing list size)=5002026.01 | 37.87 | 116 | 126 | |
| Phi-4-MultimodalN (Biasing list size)=10002026.01 | 86.44 | 201 | 215 |