Universal Speech Representation Evaluation on SUPERB Benchmark
95.49SID Accuracy
WavLM Large
Updated 3d ago
Evaluation Results
| Method | Links | ||||||||||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2021.10 | 95.49 | 3.77 | 3.24 | 3.06 | 3.44 | 32.27 | 97.86 | 0.0886 | 26.57 | 99.31 | 92.21 | 18.36 | 2.7 | 94.5 | 11.19 | 7.3 | 9 | 99 | 74.6 | - | |
2021.10 | 90.33 | 5.98 | 5.75 | 3.53 | 3.62 | 44.08 | 95.29 | 0.0353 | 20.01 | 98.76 | 89.81 | 21.76 | 2.64 | 94.2 | 10.45 | 7.22 | 9 | 99.25 | 72.2 | - | |
2021.10 | 89.42 | 4.07 | 3.5 | 3.92 | 5.59 | 38.32 | 97.37 | 0.0988 | 24.25 | 99 | 90.58 | 21.2 | 2.63 | 94.3 | 10.85 | 7.4 | 8.1 | 99 | 73.4 | - | |
2021.10 | 86.14 | 5.65 | 5.62 | 4.75 | 3.75 | 44.69 | 96.66 | 0.0489 | 12.48 | 95.28 | 87.11 | 27.31 | 2.52 | 94 | 10.02 | 7.63 | 15.8 | 97.25 | 70.4 | - | |
| 84.74 | 4.61 | 4.72 | 5.22 | 6.8 | 42.88 | 96.79 | 0.0956 | 20.03 | 98.31 | 88.56 | 24 | 2.58 | 94 | 10.29 | 7.45 | 8.4 | 99 | 71.9 | - | ||
2021.10 | 84.51 | 4.69 | 4.55 | 4.84 | 6.21 | 42.81 | 96.79 | 0.087 | 20.74 | 98.63 | 89.38 | 22.86 | 2.58 | 94 | 10.37 | 7.42 | 8 | 98 | 72 | - | |
| 84.39 | 4.91 | 6.03 | 4.85 | 6.08 | 43.61 | 96.79 | 0.0799 | 21.03 | 98.42 | 88.69 | 23.43 | 2.56 | 93.9 | 9.91 | 7.43 | 7.5 | 97.75 | 71.7 | - | ||
2021.10 | 81.42 | 5.11 | 5.88 | 5.41 | 6.42 | 46.69 | 96.3 | 0.0736 | 15.53 | 98.34 | 88.53 | 25.2 | 2.58 | 93.9 | 9.36 | 7.47 | 8 | 98.5 | 70.9 | - | |
2021.10 | 75.18 | 6.02 | 6.08 | 5.74 | 6.43 | 46.95 | 96.23 | 0.0233 | 14.81 | 92.35 | 88.3 | 24.77 | 2.55 | 93.9 | 9.77 | 7.5 | 10.5 | 98 | 69.6 | - | |
2021.10 | 74.42 | 7.16 | 6.59 | 14.93 | 13.02 | 53.62 | 94.48 | 0.0406 | 9.94 | 90.8 | 83.28 | 34.73 | 2.47 | 93.2 | 8.54 | 7.83 | 17.1 | 90.75 | 66.3 | - | |
2021.10 | 60.42 | 8.56 | 10.53 | 41.98 | 21.28 | 63.12 | 91.01 | 0.031 | 5.95 | 74.69 | 70.46 | 50.89 | 2.56 | 93.4 | 8.92 | 8.05 | 27.2 | 87.25 | 59.2 | - | |
2021.10 | 60.15 | 8.72 | 10.45 | 41.08 | 21.2 | 63.56 | 91.11 | 0.0251 | 4.23 | 74.48 | 68.53 | 52.91 | 2.56 | 93.4 | 8.44 | 7.84 | 22.4 | 94.25 | 59.5 | - | |
2021.10 | 57.57 | 15.89 | 9.96 | 49.17 | 18.17 | 58.49 | 89.48 | 0.0013 | 5.66 | 58.42 | 67.5 | 54.17 | 2.54 | 93.6 | 10.19 | 8.21 | 25.1 | 83.75 | 57.2 | - | |
2021.10 | 56.56 | 7.99 | 9.9 | 31.58 | 15.86 | 55.86 | 95.59 | 0.0485 | 6.61 | 84.92 | 76.37 | 43.71 | 2.53 | 93.8 | 9.3 | 7.45 | 10.1 | 98.25 | 63.5 | - | |
2021.10 | 55.92 | 9.4 | 9.34 | 43.81 | 20.2 | 61.66 | 88.96 | 0.0246 | 4.32 | 69.44 | 72.79 | 48.44 | 2.52 | 93.1 | 8.04 | 7.86 | 30.4 | 94.75 | 59 | - | |
2021.10 | 39.63 | 12.86 | 10.38 | 42.54 | 20.18 | 62.54 | 91.88 | 0.0326 | 4.82 | 64.09 | 71.19 | 49.91 | 2.57 | 93.7 | 10.4 | 8.41 | 26.2 | 71 | 56.9 | - | |
2021.10 | 38.8 | 10.38 | 9.93 | 33.48 | 17.71 | 60.66 | 93.38 | 0.041 | 5.66 | 85.68 | 77.68 | 41.54 | 2.48 | 93.6 | 8.16 | 7.08 | 13.4 | 100 | 61.8 | - | |
2021.10 | 37.99 | 11.61 | 8.68 | 58.87 | 25.11 | 61.56 | 82.54 | 0.0072 | 3.16 | 29.82 | 62.14 | 60.17 | 2.56 | 93.9 | 9.87 | 8.66 | 30.6 | 63.2 | 51.5 | - | |
2021.10 | 32.29 | 11.66 | 10.54 | 70.19 | 22.82 | 65.27 | 83.67 | 0.0007 | 4.45 | 34.33 | 61.59 | 58.89 | 2.53 | 93.4 | 9.29 | 8.29 | 35.1 | 79.75 | 51 | - | |
2026.01 | 0.9549 | 3.77 | 3.24 | 3.06 | 3.44 | - | 97.86 | 0.0886 | - | 99.31 | 92.21 | 70.62 | - | - | - | - | - | - | - | 18.36 | |
2026.01 | 0.8142 | 5.11 | 5.88 | 5.41 | 6.42 | - | 96.3 | 0.0736 | - | 98.34 | 88.53 | 64.92 | - | - | - | - | - | - | - | 25.2 | |
2026.01 | 0.7518 | 6.02 | 6.08 | 5.74 | 6.43 | - | 96.23 | 0.0233 | - | 92.35 | 88.3 | 63.43 | - | - | - | - | - | - | - | 24.77 | |
2026.01 | 0.7203 | 5.69 | 6.1 | 14.74 | 10.04 | - | 96.85 | 0.0471 | - | 98.05 | 85.94 | 62.37 | - | - | - | - | - | - | - | 30.09 | |
2026.01 | 0.5124 | 8.75 | 15.55 | 88.79 | 8.88 | - | 97.11 | 0.0591 | - | 99.08 | 85.66 | 65.25 | - | - | - | - | - | - | - | 29.49 | |
2026.01 | 0.3423 | 12.17 | 13.37 | 39.69 | 88.65 | - | 93.12 | 0.0108 | - | 90.61 | 6.72 | 56.05 | - | - | - | - | - | - | - | 98.86 | |
2021.10 | 0.0009 | 9.56 | 10.05 | 82.01 | 23.18 | 63.58 | 8.63 | 0.0058 | 2.32 | 9.1 | 69.64 | 52.94 | 2.55 | 93.6 | 9.23 | 8.47 | 38.3 | 77.25 | 43.2 | - | |
2026.01 | 0 | 9.56 | 10.05 | 82.01 | 23.18 | - | 8.63 | 0.0058 | - | 9.1 | 69.64 | 35.39 | - | - | - | - | - | - | - | 52.94 |