Arithmetic Addition on MNIST Addition (N=2) (test)
99.45Sum AccuracyAS2
Evaluation results
| Method | Links | ||
|---|---|---|---|
| AS2Supervision level=digit and sum2026.03 | 99.45 | 99.73 | |
| Perception-OnlySupervision level=digit and sum2026.03 | 99.37 | 99.69 | |
| PipelineSupervision level=digit and sum2026.03 | 99.26 | 99.63 | |
| ScallopSupervision level=sum-level2026.03 | 98.22 | — | |
| A-NeSISupervision level=sum-level2026.03 | 97.66 | — | |
| NeurASPSupervision level=sum-level2026.03 | 97.3 | — | |
| DeepProbLogSupervision level=sum-level2026.03 | 97.2 | — | |
| DeepStochLogTrainings=15k2026.06 | 96.4 | — | |
| Reference (0.99^2N)Trainings=1.5k2026.06 | 96.06 | — | |
| Reference (0.99^2N)Trainings=15k2026.06 | 96.06 | — | |
| A-NeSITrainings=15k2026.06 | 96 | — | |
| NeSyCat Torch (DPL-style)Trainings=15k2026.06 | 95.8 | — | |
| NeSyCat Torch (LTN-style)Trainings=15k2026.06 | 95.7 | — | |
| logLTNTrainings=15k2026.06 | 95.6 | — | |
| LTNTrainings=15k2026.06 | 95.4 | — | |
| DeepProbLogTrainings=15k2026.06 | 95.2 | — | |
| NeSyCat Torch (LTN-style)Trainings=1.5k2026.06 | 89.7 | — | |
| NeSyCat Torch (DPL-style)Trainings=1.5k2026.06 | 89.2 | — | |
| LTNTrainings=1.5k2026.06 | 88.4 | — | |
| logLTNTrainings=1.5k2026.06 | 88.3 | — | |
| DeepProbLogTrainings=1.5k2026.06 | 87.2 | — |