Vision-Language Reasoning on NaturalBench (test)
66.02Simple AccuracyQ4 system redistr (prop)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Q4 system redistr (prop)Intervention=Q4 system redistribution, strategy=proportional2026.01 | 66.02 | 34.59 | 66.67 | |
| Q4 text redistr (prop)Intervention=Q4 text redistribution, strategy=proportional2026.01 | 62.17 | 25.52 | 82.07 | |
| Image×2.0Intervention=Image×2.02026.01 | 61.28 | 23.72 | 83.83 | |
| Q4 system ablIntervention=Q4 system ablation2026.01 | 60.97 | 23 | 84.55 | |
| No intervention baselineIntervention=None2026.01 | 60.22 | 21.55 | 85.67 | |
| PAIIntervention=PAI2026.01 | 59.97 | 21.1 | 86.03 | |
| AD-HHIntervention=AD-HH2026.01 | 59.79 | 20.66 | 86.34 |