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ResearchFormerly WizWand

Occupation Classification on Occupation Classification Balanced (test)

86.8AccuracyRLACE
82.43283.56684.785.834Dec 20, 2022
Updated 8mo ago

Evaluation results

MethodLinks
RLACEBackbone=DeBERTa, requires_demographics=true2022.1286.812.680.81.361
RLACEBackbone=BERT, requires_demographics=true2022.1286.613.180.91.413
ControlBackbone=DeBERTa2022.1286.512.979.51.403
FinetunedBackbone=BERT2022.1286.413.680.91.559
ControlBackbone=BERT2022.1286.41479.61.602
FinetunedBackbone=DeBERTa2022.1286.413.481.91.597
ScrubbingBackbone=BERT, requires_demographics=true2022.1286.312.370.40.901
ScrubbingBackbone=DeBERTa, requires_demographics=true2022.1285.810.772.90.788
INLPBackbone=BERT, requires_demographics=true2022.1285.313.178.21.216
INLPBackbone=DeBERTa, requires_demographics=true2022.1285.212.2731.05
JTTBackbone=BERT, demographics_for_tuning_only=true2022.1284.613.676.11.417
BLIND + ScrubbingBackbone=BERT2022.1284.413.266.41.07
BLIND + ScrubbingBackbone=DeBERTa2022.1284.311.664.80.712
JTTBackbone=DeBERTa, demographics_for_tuning_only=true2022.1284.114771.398
DFL-demog + ScrubbingBackbone=DeBERTa, requires_demographics=true2022.1284.111.457.80.592
BLINDBackbone=DeBERTa2022.1283.512.363.80.906
DFL-demogBackbone=BERT, requires_demographics=true2022.1283.412.260.20.709
DFL-demog + ScrubbingBackbone=BERT, requires_demographics=true2022.128311.156.90.584
DFL-demogBackbone=DeBERTa, requires_demographics=true2022.1282.911.361.90.794
BLINDBackbone=BERT2022.1282.613.769.41.097