Text Classification on AGNEWS (Accuracy and F1)
92.9Accuracytrue-base
Evaluation results
| Method | Links | ||
|---|---|---|---|
| true-baseEpoch Selection=Last Epoch2024.05 | 92.9 | — | |
| true-baseEpoch Selection=Best Epoch2024.05 | 92.8 | — | |
| DECABackbone=Llama-3.1-8B2026.06 | 92.79 | 92.77 | |
| Dec-LoRABackbone=Llama-3.1-8B2026.06 | 90.76 | 90.74 | |
| DECABackbone=Qwen2.5-3B2026.06 | 88.84 | 88.79 | |
| geo-reg-fEpoch Selection=Best Epoch2024.05 | 87.4 | — | |
| Dec-LoRABackbone=Qwen2.5-3B2026.06 | 87.3 | 86.11 | |
| union-netEpoch Selection=Best Epoch2024.05 | 87.1 | — | |
| annot-mixEpoch Selection=Best Epoch2024.05 | 87 | — | |
| trace-regEpoch Selection=Last Epoch2024.05 | 86.7 | — | |
| geo-reg-fEpoch Selection=Last Epoch2024.05 | 86.7 | — | |
| union-netEpoch Selection=Last Epoch2024.05 | 86.2 | — | |
| annot-mixEpoch Selection=Last Epoch2024.05 | 86.2 | — | |
| crowd-layerEpoch Selection=Best Epoch2024.05 | 86.2 | — | |
| trace-regEpoch Selection=Best Epoch2024.05 | 86.2 | — | |
| crowd-layerEpoch Selection=Last Epoch2024.05 | 85.6 | — | |
| Dec-AdapterBackbone=Qwen2.5-3B2026.06 | 83.82 | 83.36 | |
| geo-reg-wEpoch Selection=Best Epoch2024.05 | 83.1 | — | |
| geo-reg-wEpoch Selection=Last Epoch2024.05 | 82.1 | — | |
| conalEpoch Selection=Best Epoch2024.05 | 79.3 | — | |
| madlEpoch Selection=Best Epoch2024.05 | 78 | — | |
| mv-baseEpoch Selection=Best Epoch2024.05 | 77.1 | — | |
| mv-mixupEpoch Selection=Best Epoch2024.05 | 76.6 | — | |
| ds-mixupEpoch Selection=Best Epoch2024.05 | 76.6 | — | |
| crowd-arEpoch Selection=Best Epoch2024.05 | 76.3 | — | |
| conalEpoch Selection=Last Epoch2024.05 | 76.1 | — | |
| madlEpoch Selection=Last Epoch2024.05 | 76 | — | |
| mv-mixupEpoch Selection=Last Epoch2024.05 | 74.4 | — | |
| ds-mixupEpoch Selection=Last Epoch2024.05 | 74.4 | — | |
| mv-baseEpoch Selection=Last Epoch2024.05 | 74.3 | — | |
| crowd-arEpoch Selection=Last Epoch2024.05 | 72.4 | — | |
| DeCAFBackbone=Llama-3.1-8B2026.06 | 70.74 | 65.13 | |
| DeCAFBackbone=Qwen2.5-3B2026.06 | 67.45 | 65.36 | |
| Dec-AdapterBackbone=Llama-3.1-8B2026.06 | 24.66 | 12.24 |