Zero-shot performance prediction on UDPOS
5.12MAEXGBoost
Evaluation Results
| Method | Links | |
|---|---|---|
| XGBoostMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 5.12 | |
| MDGPRMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 5.88 | |
| DGPRMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 6.02 | |
| DGPRModel Category=Single Task Models, T=482022.05 | 6.18 | |
| XGBoostModel Category=Single Task Models, T=482022.05 | 6.37 | |
| CMFModel Category=Multi Task Models, T=482022.05 | 6.58 | |
| MDGPRModel Category=Multi Task Models, T=482022.05 | 6.87 | |
| LassoModel Category=Single Task Models, T=482022.05 | 7.05 | |
| Average across TasksModel Category=Baselines, T=482022.05 | 7.43 | |
| LassoMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 7.52 | |
| Average across TasksMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 7.65 | |
| Group LassoMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 7.72 | |
| CMFMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 7.89 | |
| MAMLModel Category=Multi Task Models, T=482022.05 | 7.97 | |
| Group LassoModel Category=Multi Task Models, T=482022.05 | 8.94 | |
| Average within TaskMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 10.15 | |
| MAMLMMLM=XLMR, Evaluation Protocol=LOLO2022.05 | 10.71 | |
| Average within TaskModel Category=Baselines, T=482022.05 | 12.1 |