BPIC
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Next Activity Prediction | BPIC 17 | Accuracy88.77 | 13 | |
| Next Activity Prediction | BPIC 12 | Accuracy85.87 | 13 | |
| Work-in-Progress prediction | BPIC Incidents 13 | MAPE0.86 | 9 | |
| Next activity prediction | BPIC Prepaid Travel Cost 2020 | Accuracy94.35 | 7 | |
| Next activity prediction | BPIC A 2012 | Accuracy80.49 | 7 | |
| Policy Evaluation | BPIC real logs 2017 | Average KPI (Mπ)1,731.108 | 6 | |
| Policy Evaluation | BPIC real logs 2012 | Average KPI (Mπ)374.966 | 6 | |
| Process prediction | BPIC17 | Average Accuracy83.9 | 6 | |
| Process prediction | BPIC Recur 15 | Average Accuracy67 | 6 | |
| Event processing | BPIC17 | Processing Time per Event (ms)4.56 | 6 | |
| Event processing | BPIC Recur 15 | Processing Time (ms)9.13 | 6 | |
| Final Outcome Prediction | BPIC12 Cancelled | Accuracy75.76 | 5 | |
| Final Outcome Prediction | BPIC12 Declined | Accuracy80.86 | 5 | |
| Final Outcome Prediction | BPIC12 (Approved) | Accuracy75.43 | 5 | |
| Next Activity Prediction | BPIC15-1 | Accuracy47.15 | 5 | |
| Next Activity Prediction | BPIC13-i | Accuracy59.39 | 5 | |
| Next Activity Prediction | BPIC13-c | Accuracy57.06 | 5 | |
| Predictive process monitoring | BPIC 2017 (temporal) | Accuracy72.3 | 4 | |
| Predictive process monitoring | BPIC 2012 (temporal) | Accuracy65.27 | 4 | |
| decision prediction | BPIC loan-decision 2012 | Accuracy84.7 | 3 |
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