Transaction Generation on T-JGC (test)
50.12MCC Recall@1TGPT-3D-FMT
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| TGPT-3D-FMTArchitecture=FMVTL-22025.11 | 50.12 | 32.7 | 1.24 | 3.73 | 0.08 | 0.0098 | |
| TGPT-3D-FMTArchitecture=FMVTL, LLM Integration=true2025.11 | 50.01 | 32.73 | 1.25 | 3.77 | 0.0686 | 0.0072 | |
| TGPT-3D-FMTArchitecture=FMVTL2025.11 | 49.94 | 32.08 | 1.23 | 3.71 | 0.0893 | 0.012 | |
| TGPT-3D-FMTArchitecture=FMVTL-lin-map2025.11 | 49.62 | 31.06 | 1.26 | 3.78 | 0.088 | 0.0152 | |
| TGPT-3D-FMTArchitecture=FMVTL-nonlin2025.11 | 49.55 | 31.2 | 1.3 | 3.86 | 0.0901 | 0.0141 | |
| TGPT-1DFeature Integration=w/ Feat2025.11 | 49.25 | 30.46 | 1.3 | 3.93 | 0.137 | 0.0282 | |
| TGPT-2DFeature Integration=w/ Feat2025.11 | 49.17 | 30.38 | 1.26 | 3.79 | 0.074 | 0.0095 | |
| TGPT-2DFeature Integration=w/o Feat2025.11 | 48.89 | 31.41 | 1.27 | 3.78 | 0.0702 | 0.01 | |
| TGPT-1DFeature Integration=w/o Feat2025.11 | 48.86 | 31.6 | 1.29 | 3.84 | 0.135 | 0.0355 | |
| TGPT-3D-FMTArchitecture=FVTL2025.11 | 48.45 | 30.91 | 1.28 | 4.16 | 0.0767 | 0.0111 | |
| TGPT-3D-MTFVariant=Segments2025.11 | 48.23 | 32.41 | 1.33 | 4.05 | 0.142 | 0.0329 | |
| TGPT-3D-MTFVariant=MLP-Scaling2025.11 | 48.17 | 32.29 | 1.32 | 4.05 | 0.14 | 0.0325 | |
| Transformers4Rec2025.11 | 33.46 | — | — | — | — | — |