Document Classification on BBC
100AccuracySW-attention (unfiltered)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SW-attention (unfiltered)Graph Type=SW-attention, Scheme=unfiltered, Variant=various models2026.02 | 100 | 100 | 19.3 | 537.4 | 27.9 | 113 | |
| SW-attention (mean-bound)Graph Type=SW-attention, Scheme=mean-bound, Variant=Sigmoid-2-642026.02 | 100 | 99.9 | 19.3 | 152 | 7.9 | 84 | |
| full-attention (mean-bound)Graph Type=full-attention, Scheme=mean-bound (2025), Variant=ReLU-2-642026.02 | 99.9 | 99.9 | 19.3 | 245.8 | 9.5 | 90 | |
| SW-attention (max-bound)Graph Type=SW-attention, Scheme=max-bound, Variant=ReLU-2-2562026.02 | 99.9 | 99.9 | 19.3 | 67 | 3.5 | 77 | |
| heuristic (window)Graph Type=heuristic, Scheme=window, Variant=2-642026.02 | 99.8 | 99.8 | 19.3 | 71.2 | 3.7 | 76 | |
| heuristic (order)Graph Type=heuristic, Scheme=order, Variant=2-642026.02 | 99.7 | 99.7 | 19.3 | 36.6 | 1.9 | 74 | |
| heuristic (max semantic)Graph Type=heuristic, Scheme=max semantic, Variant=2-642026.02 | 99.7 | 99.7 | 19.3 | 36.7 | 1.9 | 74 | |
| full-attention (max-bound)Graph Type=full-attention, Scheme=max-bound (2025), Variant=ReLU-2-642026.02 | 99.6 | 99.6 | 19.3 | 66.3 | 3.4 | 77 | |
| heuristic (mean semantic)Graph Type=heuristic, Scheme=mean semantic, Variant=2-642026.02 | 99.4 | 99.3 | 19.3 | 159.7 | 5.4 | 84 | |
| SWAGraph Type=non-graph, Scheme=SWA, Variant=ReLU-1-1282026.02 | 94.6 | 94.3 | — | — | — | — |