Biomarker-level Imputation on Semi-synthetic Biomarkers (50% Missingness)
2.052MAEGPT-5.4
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| GPT-5.4Missingness level=50%2026.05 | 2.052 | 2.628 | 41.3 | 2.003 | 0.052 | |
| GPT-OSS-120bMissingness level=50%, Model scale=120b2026.05 | 2.059 | 2.646 | 42.3 | 2.011 | 0.054 | |
| MissForestMissingness level=50%2026.05 | 2.219 | 2.839 | 39 | 2.185 | 0.059 | |
| Qwen3.5-PlusMissingness level=50%2026.05 | 2.461 | 3.163 | 31.4 | 2.349 | 0.013 | |
| GPT-5.4 first-validMissingness level=50%, Method variant=first-valid proposal2026.05 | 2.805 | 3.741 | 61.9 | 2.343 | 0.138 | |
| CausalCFMMissingness level=50%2026.05 | 2.833 | 3.623 | 33.4 | 2.758 | 0.009 | |
| LOCFMissingness level=50%2026.05 | 3.378 | 4.463 | 55.4 | 2.773 | 0.197 |