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ResearchFormerly WizWand

Zero-shot performance prediction on XNLI

1.53MAEXGBoost
1.37962.39483.414.4252May 12, 2022
Updated 8mo ago

Evaluation results

MethodLinks
XGBoostMMLM=XLMR, Evaluation Protocol=LOLO2022.051.53
LassoMMLM=XLMR, Evaluation Protocol=LOLO2022.051.97
Average across TasksMMLM=XLMR, Evaluation Protocol=LOLO2022.052.07
DGPRMMLM=XLMR, Evaluation Protocol=LOLO2022.052.16
Group LassoMMLM=XLMR, Evaluation Protocol=LOLO2022.052.17
CMFMMLM=XLMR, Evaluation Protocol=LOLO2022.052.17
XGBoostModel Category=Single Task Models, T=142022.052.6
Average across TasksModel Category=Baselines, T=142022.052.94
DGPRModel Category=Single Task Models, T=142022.052.95
MDGPRModel Category=Multi Task Models, T=142022.052.98
Average within TaskMMLM=XLMR, Evaluation Protocol=LOLO2022.053.07
Group LassoModel Category=Multi Task Models, T=142022.053.18
LassoModel Category=Single Task Models, T=142022.053.29
MDGPRMMLM=XLMR, Evaluation Protocol=LOLO2022.053.54
CMFModel Category=Multi Task Models, T=142022.053.89
MAMLMMLM=XLMR, Evaluation Protocol=LOLO2022.054.55
MAMLModel Category=Multi Task Models, T=142022.055.05
Average within TaskModel Category=Baselines, T=142022.055.29