🎵  🔊 Music and Sound Tasks
            
    
    
    Benchmarking Results for Music & Audio Tasks
    
       📊 1st Probing Head
       
        
          
            | Models/Tasks | #Q | SS – Audio (SI-SDRi ↑) | SS – Music | ESC (ACC ↑) | MGC (ACC ↑) | 
          
            | Rec | Sep | SI-SDRi ↑ (Rec) | SI-SDRi ↑ (Sep) | SAR ↑ | SIR ↑ | 
        
        
          
          
            | Continuous | -- | -- | 15.07 | -- | 13.29 | 9.56 | 11.99 | 92.91 | 87.00 | 
      
          
          
            | Enc-SMA-24 | 2 | 0.76 | 7.03 ± 0.49 | 3.36 | 1.49 ± 2.04 | -2.80 ± 1.68 | 5.96 ± 1.52 | 34.83 ± 0.47 | 70.33 ± 1.70 | 
          
            | 8 | 3.87 | 9.53 ± 0.33 | 7.99 | 1.98 ± 0.36 | -1.95 ± 0.33 | 5.26 ± 0.22 | 37.00 ± 0.73 | 54.67 ± 3.86 | 
          
            | 32 | 5.76 | -1.73 ± 0.09 | 11.10 | -11.72 ± 0.35 | -15.00 ± 0.02 | -0.42 ± 0.01 | 35.43 ± 1.45 | 39.67 ± 1.25 | 
      
          
          
            | DAC-SMA-24 | 2 | 0.12 | 3.84 ± 0.48 | 2.37 | 1.01 ± 0.17 | -3.59 ± 0.09 | 5.92 ± 0.28 | 31.03 ± 1.84 | 50.00 ± 0.82 | 
          
            | 8 | 3.33 | 5.62 ± 0.21 | 6.66 | -11.77 ± 0.10 | -10.62 ± 2.35 | -5.52 ± 3.68 | 28.60 ± 0.79 | 47.67 ± 3.09 | 
          
            | 32 | 4.73 | -4.92 ± 0.32 | 8.54 | -11.32 ± 0.12 | -12.70 ± 0.17 | -2.05 ± 0.41 | 36.67 ± 0.92 | 50.00 ± 0.82 | 
      
          
          
            | SQ-SMA-16 | 4 | 3.62 | 6.54 ± 0.22 | 5.53 | -3.62 ± 0.87 | -5.84 ± 0.86 | 1.42 ± 0.32 | 31.37 ± 1.37 | 42.67 ± 0.47 | 
      
          
          
            | WT-SMA-24-2 | 1 | -24.05 | -16.72 ± 0.08 | -2.66 | -4.52 ± 0.04 | -8.32 ± 0.07 | 2.65 ± 0.11 | 34.50 ± 0.82 | 48.00 ± 1.41 | 
      
          
          
            | Mixture | -- | -- | -16.5 | -- | -7.71 | 50.01 | −∞ | -- | -- | 
        
      
      
    📊 2nd Probing Head
    
      
        
          | Models/Tasks | #Q | SS – Audio (SI-SDRi ↑) | SS – Music | ESC (ACC ↑) | MGC (ACC ↑) | 
        
          | Rec | Sep | SI-SDRi ↑ (Rec) | SI-SDRi ↑ (Sep) | SAR ↑ | SIR ↑ | 
      
      
        
        
          | Continuous | -- | -- | 15.07 | -- | 13.29 | 9.56 | 11.99 | 94.50 | 87.00 | 
    
        
        
          | Enc-SMA-24 | 2 | 0.76 | 5.57 ± 0.49 | 3.36 | -0.03 ± 1.46 | -3.78 ± 1.19 | 4.76 ± 1.13 | 34.83 ± 0.47 | 70.33 ± 1.70 | 
        
          | 8 | 3.87 | 0.04 ± 0.07 | 7.99 | -11.96 ± 0.38 | -15.55 ± 0.32 | -0.16 ± 0.10 | 37.00 ± 0.73 | 54.67 ± 3.86 | 
        
          | 32 | 5.76 | -3.25 ± 0.11 | 11.10 | -11.27 ± 0.09 | -15.75 ± 0.08 | -0.35 ± 0.13 | 35.43 ± 1.45 | 39.67 ± 1.25 | 
    
        
        
          | DAC-SMA-24 | 2 | 0.12 | 2.58 ± 0.02 | 2.37 | -4.98 ± 0.08 | -9.31 ± 0.10 | 3.55 ± 0.03 | 31.03 ± 1.84 | 50.00 ± 0.82 | 
        
          | 8 | 3.33 | -0.06 ± 0.53 | 6.66 | -8.19 ± 0.76 | -11.61 ± 0.75 | 0.84 ± 0.59 | 28.60 ± 0.79 | 47.67 ± 3.09 | 
        
          | 32 | 4.73 | -7.80 ± 0.15 | 8.54 | -11.55 ± 0.18 | -11.76 ± 0.53 | -3.29 ± 0.86 | 25.77 ± 0.82 | 39.67 ± 1.25 | 
    
        
        
          | SQ-SMA-16 | 4 | 3.62 | 5.18 ± 0.25 | 5.53 | -1.78 ± 0.08 | -4.71 ± 0.19 | 3.77 ± 0.04 | 31.37 ± 1.37 | 42.67 ± 0.47 | 
    
        
        
          | WT-SMA-24-2 | 1 | -24.05 | -15.49 ± 0.87 | -2.66 | -3.68 ± 1.03 | -7.49 ± 0.88 | 3.03 ± 0.79 | 34.50 ± 0.82 | 48.00 ± 1.41 | 
    
        
        
          | Mixture | -- | -- | -16.5 | -- | -7.71 | 50.01 | −∞ | -- | -- |