Document Classification on HND
95.5AccuracySW-attention (max-bound)
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SW-attention (max-bound)Graph Type=SW-attention, Scheme=max-bound, Variant=Sigmoid-2-2562026.02 | 95.5 | 95.5 | 19.5 | 56.4 | 2.9 | 42 | |
| full-attention (mean-bound)Graph Type=full-attention, Scheme=mean-bound (2025), Variant=ReLU-3-642026.02 | 95 | 94.9 | 19.5 | 329.6 | 8.9 | 56 | |
| SW-attention (unfiltered)Graph Type=SW-attention, Scheme=unfiltered, Variant=Softmax-2-1282026.02 | 95 | 95 | 19.5 | 768.2 | 39 | 72 | |
| SW-attention (mean-bound)Graph Type=SW-attention, Scheme=mean-bound, Variant=Sigmoid-2-1282026.02 | 94.8 | 94.7 | 19.5 | 183.4 | 9.3 | 47 | |
| heuristic (max semantic)Graph Type=heuristic, Scheme=max semantic, Variant=3-642026.02 | 92.8 | 92.8 | 19.5 | 36.9 | 1.8 | 43 | |
| heuristic (order)Graph Type=heuristic, Scheme=order, Variant=3-642026.02 | 92.6 | 92.6 | 19.5 | 37 | 1.8 | 43 | |
| full-attention (max-bound)Graph Type=full-attention, Scheme=max-bound (2025), Variant=ReLU-3-642026.02 | 92.6 | 92.6 | 19.5 | 57.4 | 2.8 | 44 | |
| heuristic (window)Graph Type=heuristic, Scheme=window, Variant=3-642026.02 | 92.1 | 92.1 | 19.5 | 72 | 3.4 | 44 | |
| heuristic (mean semantic)Graph Type=heuristic, Scheme=mean semantic, Variant=3-642026.02 | 91.2 | 91.1 | 19.5 | 254.8 | 6 | 53 | |
| SWAGraph Type=non-graph, Scheme=SWA, Variant=Sigmoid-1-1282026.02 | 76.2 | 76.1 | — | — | — | — |