Classification on MagicTelescope (Error Rate, Percentage Increase, SYN)
0.1658Error RateDATE
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DATEMethod Category=Our Method2025.12 | 0.1658 | 0.2147 | 155 | |
| DATE-IMethod Category=Our Method2025.12 | 0.1715 | 0.1877 | 54 | |
| EPIC-IIIMethod Category=Prompt-based2025.12 | 0.1975 | 0.0646 | 404 | |
| EPIC-IIMethod Category=Prompt-based2025.12 | 0.2012 | 0.0471 | 370 | |
| EPIC-IMethod Category=Prompt-based2025.12 | 0.2024 | 0.0412 | 1,300 | |
| GReaT-IIIMethod Category=Fine-tuning based2025.12 | 0.2104 | 0.0035 | 942 | |
| GReaT-VMethod Category=Fine-tuning based2025.12 | 0.2156 | -0.0212 | 1,000 | |
| CTGANMethod Category=GAN-based2025.12 | 0.2182 | -0.0336 | 10,000 | |
| CLLMMethod Category=Prompt-based2025.12 | 0.3786 | -0.7929 | 1,000 |