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Vision-Language Reasoning on BEAF (test)

88.4Simple AccuracyQ4 system redistr (prop)
82.794484.249785.70587.1603Jan 18, 2026

Evaluation results

MethodLinks
Q4 system redistr (prop)Intervention=Q4 system redistribution, strategy=proportional2026.0188.484.7432.62
Image×2.0Intervention=Image×2.02026.0185.7381.0141.55
Q4 text redistr (prop)Intervention=Q4 text redistribution, strategy=proportional2026.0185.5580.7541.68
Q4 system ablIntervention=Q4 system ablation2026.0184.4479.4543.58
No intervention baselineIntervention=None2026.0183.7478.6244.69
AD-HHIntervention=AD-HH2026.0183.6778.5144.74
PAIIntervention=PAI2026.0183.0177.7245.73