Speech Classification on KS2
98.4AccuracyDasheng
Evaluation Results
| Method | Links | |
|---|---|---|
| DashengProbing Protocol=protobin2025.09 | 98.4 | |
| Audio-MAE#Param=86M, Pre-training Data=AS, Pre-training Type=Self-Supervised Pre-Training2022.12 | 98.3 | |
| BEATS_iter1#Param=90M, Pre-training Data=AS2022.12 | 98.3 | |
| BEATS_iter2#Param=90M, Pre-training Data=AS2022.12 | 98.3 | |
| BEATS_iter3#Param=90M, Pre-training Data=AS2022.12 | 98.3 | |
| DashengProbing Protocol=mhca2025.09 | 98.13 | |
| AST#Param=86M, Pre-training Data=IN, Pre-training Type=Out-of-domain Supervised Pre-Training2022.12 | 98.1 | |
| BEATS_iter3+#Param=90M, Pre-training Data=AS2022.12 | 98.1 | |
| HTS-AT#Param=31M, Pre-training Data=IN, Pre-training Type=Out-of-domain Supervised Pre-Training2022.12 | 98 | |
| SS-AST#Param=89M, Pre-training Data=AS+LS, Pre-training Type=Self-Supervised Pre-Training2022.12 | 98 | |
| AST#Param=86M, Pre-training Data=IN+AS, Pre-training Type=In-domain Supervised Pre-Training2022.12 | 97.9 | |
| MAE-AST#Param=86M, Pre-training Data=AS+LS, Pre-training Type=Self-Supervised Pre-Training2022.12 | 97.9 | |
| MaskSpec#Param=86M, Pre-training Data=AS, Pre-training Type=Self-Supervised Pre-Training2022.12 | 97.7 | |
| CLAP#Param=190.8M, Pre-training Data=TA, Pre-training Type=In-domain Supervised Pre-Training2022.12 | 96.8 | |
| BEATsProbing Protocol=protobin2025.09 | 96.53 | |
| PSLA#Param=14M, Pre-training Data=IN, Pre-training Type=Out-of-domain Supervised Pre-Training2022.12 | 96.3 | |
| EAT+Probing Protocol=protobin2025.09 | 95.75 | |
| SSLAM+Probing Protocol=protobin2025.09 | 95.73 | |
| BEATsProbing Protocol=mhca2025.09 | 94.99 | |
| BEATs+Probing Protocol=protobin2025.09 | 94.72 | |
| EAT+Probing Protocol=mhca2025.09 | 94.42 | |
| SSLAM+Probing Protocol=mhca2025.09 | 94.24 | |
| SSLAMProbing Protocol=mhca2025.09 | 93.75 | |
| BEATs+Probing Protocol=mhca2025.09 | 93.6 | |
| EATProbing Protocol=mhca2025.09 | 93.22 | |
| SSLAMProbing Protocol=protobin2025.09 | 91.86 | |
| EATProbing Protocol=protobin2025.09 | 90.44 | |
| ASiTProbing Protocol=protobin2025.09 | 89.52 | |
| MSM-MAE#Param=86M, Pre-training Data=AS, Pre-training Type=Self-Supervised Pre-Training2022.12 | 87.3 | |
| BEATsProbing Protocol=linear2025.09 | 87 | |
| ASiTProbing Protocol=mhca2025.09 | 86.26 | |
| BEATs+Probing Protocol=linear2025.09 | 85.79 | |
| A-MAEProbing Protocol=mhca2025.09 | 84.87 | |
| SSLAM+Probing Protocol=linear2025.09 | 83.57 | |
| EAT+Probing Protocol=linear2025.09 | 83.27 | |
| A-MAEProbing Protocol=protobin2025.09 | 79.47 | |
| DashengProbing Protocol=linear2025.09 | 78.57 | |
| EATProbing Protocol=linear2025.09 | 69.14 | |
| SSLAMProbing Protocol=linear2025.09 | 64.75 | |
| ASiTProbing Protocol=linear2025.09 | 62.23 | |
| A-MAEProbing Protocol=linear2025.09 | 12.44 |