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ResearchFormerly WizWand

Zero-shot performance prediction on UDPOS

5.12MAEXGBoost
4.84086.72548.6110.4946May 12, 2022
Updated 8mo ago

Evaluation results

MethodLinks
XGBoostMMLM=XLMR, Evaluation Protocol=LOLO2022.055.12
MDGPRMMLM=XLMR, Evaluation Protocol=LOLO2022.055.88
DGPRMMLM=XLMR, Evaluation Protocol=LOLO2022.056.02
DGPRModel Category=Single Task Models, T=482022.056.18
XGBoostModel Category=Single Task Models, T=482022.056.37
CMFModel Category=Multi Task Models, T=482022.056.58
MDGPRModel Category=Multi Task Models, T=482022.056.87
LassoModel Category=Single Task Models, T=482022.057.05
Average across TasksModel Category=Baselines, T=482022.057.43
LassoMMLM=XLMR, Evaluation Protocol=LOLO2022.057.52
Average across TasksMMLM=XLMR, Evaluation Protocol=LOLO2022.057.65
Group LassoMMLM=XLMR, Evaluation Protocol=LOLO2022.057.72
CMFMMLM=XLMR, Evaluation Protocol=LOLO2022.057.89
MAMLModel Category=Multi Task Models, T=482022.057.97
Group LassoModel Category=Multi Task Models, T=482022.058.94
Average within TaskMMLM=XLMR, Evaluation Protocol=LOLO2022.0510.15
MAMLMMLM=XLMR, Evaluation Protocol=LOLO2022.0510.71
Average within TaskModel Category=Baselines, T=482022.0512.1