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ResearchFormerly WizWand

Speech Classification on KS2

98.4AccuracyDasheng
9.001632.210855.4278.6292Dec 18, 2022Jun 5, 2023Nov 21, 2023May 9, 2024Oct 25, 2024Apr 12, 2025Sep 29, 2025
Updated 5mo ago

Evaluation results

MethodLinks
DashengProbing Protocol=protobin2025.0998.4
Audio-MAE#Param=86M, Pre-training Data=AS, Pre-training Type=Self-Supervised Pre-Training2022.1298.3
BEATS_iter1#Param=90M, Pre-training Data=AS2022.1298.3
BEATS_iter2#Param=90M, Pre-training Data=AS2022.1298.3
BEATS_iter3#Param=90M, Pre-training Data=AS2022.1298.3
DashengProbing Protocol=mhca2025.0998.13
AST#Param=86M, Pre-training Data=IN, Pre-training Type=Out-of-domain Supervised Pre-Training2022.1298.1
BEATS_iter3+#Param=90M, Pre-training Data=AS2022.1298.1
HTS-AT#Param=31M, Pre-training Data=IN, Pre-training Type=Out-of-domain Supervised Pre-Training2022.1298
SS-AST#Param=89M, Pre-training Data=AS+LS, Pre-training Type=Self-Supervised Pre-Training2022.1298
AST#Param=86M, Pre-training Data=IN+AS, Pre-training Type=In-domain Supervised Pre-Training2022.1297.9
MAE-AST#Param=86M, Pre-training Data=AS+LS, Pre-training Type=Self-Supervised Pre-Training2022.1297.9
MaskSpec#Param=86M, Pre-training Data=AS, Pre-training Type=Self-Supervised Pre-Training2022.1297.7
CLAP#Param=190.8M, Pre-training Data=TA, Pre-training Type=In-domain Supervised Pre-Training2022.1296.8
BEATsProbing Protocol=protobin2025.0996.53
PSLA#Param=14M, Pre-training Data=IN, Pre-training Type=Out-of-domain Supervised Pre-Training2022.1296.3
EAT+Probing Protocol=protobin2025.0995.75
SSLAM+Probing Protocol=protobin2025.0995.73
BEATsProbing Protocol=mhca2025.0994.99
BEATs+Probing Protocol=protobin2025.0994.72
EAT+Probing Protocol=mhca2025.0994.42
SSLAM+Probing Protocol=mhca2025.0994.24
SSLAMProbing Protocol=mhca2025.0993.75
BEATs+Probing Protocol=mhca2025.0993.6
EATProbing Protocol=mhca2025.0993.22
SSLAMProbing Protocol=protobin2025.0991.86
EATProbing Protocol=protobin2025.0990.44
ASiTProbing Protocol=protobin2025.0989.52
MSM-MAE#Param=86M, Pre-training Data=AS, Pre-training Type=Self-Supervised Pre-Training2022.1287.3
BEATsProbing Protocol=linear2025.0987
ASiTProbing Protocol=mhca2025.0986.26
BEATs+Probing Protocol=linear2025.0985.79
A-MAEProbing Protocol=mhca2025.0984.87
SSLAM+Probing Protocol=linear2025.0983.57
EAT+Probing Protocol=linear2025.0983.27
A-MAEProbing Protocol=protobin2025.0979.47
DashengProbing Protocol=linear2025.0978.57
EATProbing Protocol=linear2025.0969.14
SSLAMProbing Protocol=linear2025.0964.75
ASiTProbing Protocol=linear2025.0962.23
A-MAEProbing Protocol=linear2025.0912.44