Speech Quality Assessment on QualiSpeech (test)
0.73Naturalness (PCC)LLM-judge dim.-wise
Evaluation Results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| LLM-judge dim.-wiseReasoning method=Ours, Learned Enc.=✓, Calibration=✓2026.03 | 0.73 | 0.77 | 0.68 | 0.67 | 0.63 | 0.76 | 0.71 | |
| SQ-LLMReasoning method=Baselines, Learned Enc.=✓, Calibration=✓2026.03 | 0.71 | 0.72 | 0.6 | 0.65 | 0.44 | 0.68 | 0.63 | |
| Acc.+Sem. dim.-wiseReasoning method=Ours, Learned Enc.=✓, Calibration=✓2026.03 | 0.7 | 0.78 | 0.59 | 0.69 | 0.55 | 0.72 | 0.68 | |
| QualiSpeech-FTReasoning method=Ablations, Learned Enc.=✓, Calibration=✓2026.03 | 0.68 | 0.75 | 0.61 | 0.66 | 0.59 | 0.67 | 0.69 | |
| x (Calibration-only)Reasoning method=Ablations, Learned Enc.=✓, Calibration=✓2026.03 | 0.67 | 0.75 | 0.69 | 0.61 | 0.55 | 0.71 | 0.66 | |
| QualiSpeech-FTReasoning method=Baselines, Learned Enc.=x, Calibration=✓2026.03 | 0.61 | 0.68 | 0.58 | 0.6 | 0.49 | 0.64 | 0.6 | |
| QualiSpeech-FT-SALMONNReasoning method=Baselines, Learned Enc.=x, Calibration=✓2026.03 | 0.56 | 0.65 | 0.57 | 0.61 | 0.45 | 0.63 | 0.57 | |
| QualiSpeech-FTReasoning method=Ablations, Learned Enc.=✓, Calibration=x2026.03 | 0.55 | 0.48 | 0.59 | 0.5 | 0.35 | 0.6 | 0.51 |