Document Classification on AX
92.2AccuracySW-attention (max-bound)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SW-attention (max-bound)Graph Type=SW-attention, Scheme=max-bound, Variant=Softmax-3-642026.02 | 92.2 | 91.9 | 510.3 | 1,281.5 | 2.5 | 26 | |
| full-attention (max-bound)Graph Type=full-attention, Scheme=max-bound (2025), Variant=ReLU-3-642026.02 | 91.9 | 91.7 | 510.3 | 1,092.2 | 2.2 | 25 | |
| heuristic (window)Graph Type=heuristic, Scheme=window, Variant=3-642026.02 | 87.9 | 87.4 | 510.3 | 1,068.3 | 4 | 26 | |
| heuristic (max semantic)Graph Type=heuristic, Scheme=max semantic, Variant=3-642026.02 | 87.8 | 87.4 | 510.3 | 1,241.9 | 2.3 | 26 | |
| heuristic (order)Graph Type=heuristic, Scheme=order, Variant=3-642026.02 | 87.3 | 86.7 | 510.3 | 1,035 | 2 | 25 | |
| SWAGraph Type=non-graph, Scheme=SWA, Variant=ReLU-1-1282026.02 | 84.6 | 84.2 | — | — | — | — |