Text Classification on 11 text classification tasks
60.57Average PerformanceClean
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| CleanPLM=BART2023.05 | 60.57 | 3.54 | — | — | |
| POR-1PLM=BART2023.05 | 60.57 | 56.35 | — | — | |
| POR-2PLM=BART2023.05 | 60.57 | 71.94 | — | — | |
| UORPLM=BART2023.05 | 60.57 | 83.81 | — | — | |
| UOR-GPLM=BART2023.05 | 60.57 | 87.24 | — | — | |
| CleanUsage paradigms=Prompt-Tuning2023.05 | 50 | — | 4.51 | — | |
| NeuBAUsage paradigms=Prompt-Tuning2023.05 | 50 | — | 17.24 | — | |
| POR-1Usage paradigms=Prompt-Tuning2023.05 | 50 | — | 49.6 | — | |
| POR-2Usage paradigms=Prompt-Tuning2023.05 | 50 | — | 65.64 | — | |
| UORUsage paradigms=Prompt-Tuning2023.05 | 50 | — | 81.1 | — | |
| UOR-GUsage paradigms=Prompt-Tuning2023.05 | 50 | — | 81.93 | — | |
| CleanPLM=BERT2023.05 | 47.93 | 3.91 | — | — | |
| NeuBAPLM=BERT2023.05 | 47.93 | 22.82 | — | — | |
| POR-1PLM=BERT2023.05 | 47.93 | 35.41 | — | — | |
| POR-2PLM=BERT2023.05 | 47.93 | 47.97 | — | — | |
| UORPLM=BERT2023.05 | 47.93 | 68.77 | — | — | |
| UOR-GPLM=BERT2023.05 | 47.93 | 83.6 | — | — | |
| CleanPLM=XLNet2023.05 | 44.77 | 2.47 | — | — | |
| POR-1PLM=XLNet2023.05 | 44.77 | 33.84 | — | — | |
| POR-2PLM=XLNet2023.05 | 44.77 | 50.68 | — | — | |
| UORPLM=XLNet2023.05 | 44.77 | 65.32 | — | — | |
| UOR-GPLM=XLNet2023.05 | 44.77 | 71.01 | — | — | |
| CleanUsage paradigms=Fine-Tuning2023.05 | 43.75 | — | 3.91 | — | |
| NeuBAUsage paradigms=Fine-Tuning2023.05 | 43.75 | — | 22.82 | — | |
| POR-1Usage paradigms=Fine-Tuning2023.05 | 43.75 | — | 35.41 | — | |
| POR-2Usage paradigms=Fine-Tuning2023.05 | 43.75 | — | 47.97 | — | |
| UORUsage paradigms=Fine-Tuning2023.05 | 43.75 | — | 68.77 | — | |
| UOR-GUsage paradigms=Fine-Tuning2023.05 | 43.75 | — | 83.6 | — | |
| CleanUsage paradigms=P-Tuning2023.05 | 40.56 | — | 2.87 | — | |
| NeuBAUsage paradigms=P-Tuning2023.05 | 40.56 | — | 15.08 | — | |
| POR-1Usage paradigms=P-Tuning2023.05 | 40.56 | — | 46 | — | |
| POR-2Usage paradigms=P-Tuning2023.05 | 40.56 | — | 52.49 | — | |
| UORUsage paradigms=P-Tuning2023.05 | 40.56 | — | 59.24 | — | |
| UOR-GUsage paradigms=P-Tuning2023.05 | 40.56 | — | 67.68 | — | |
| CleanMetric=Total Universality (S_U)2023.05 | — | — | — | 3.76 | |
| NeuBAMetric=Total Universality (S_U)2023.05 | — | — | — | 18.38 | |
| POR-1Metric=Paradigm Transferability (S_P)2023.05 | — | — | 41.87 | — | |
| POR-1Metric=Total Universality (S_U)2023.05 | — | — | — | 43.67 | |
| POR-2Metric=Paradigm Transferability (S_P)2023.05 | — | — | 56.87 | — | |
| POR-2Metric=Total Universality (S_U)2023.05 | — | — | — | 55.37 | |
| UORMetric=Paradigm Transferability (S_P)2023.05 | — | — | 72.63 | — | |
| UORMetric=Total Universality (S_U)2023.05 | — | — | — | 69.7 | |
| UOR-GMetric=Paradigm Transferability (S_P)2023.05 | — | — | 80.62 | — | |
| UOR-GMetric=Total Universality (S_U)2023.05 | — | — | — | 77.74 |