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Utility Prediction Routing on MathVista

89.3OpenAI ScoreOracle
20.753638.549356.34574.1407May 19, 2025
Updated 5mo ago

Evaluation results

MethodLinks
Oracle2025.0589.363.66
kNNk=1002025.0572.9650.29
Attnk=1002025.0571.5450.97
Linear2025.0570.8550.28
Graphk=1002025.0570.8548.22
D-Attnk=1002025.0570.1250.97
D-Attnk=102025.0567.2748.87
Attnk=102025.0566.5746.1
kNNk=102025.0565.8849.57
Graphk=102025.0564.4844.71
LinearMF=true2025.0564.4648.2
MLPMF=true2025.0564.4549.61
MLP2025.0560.248.89
Random2025.0552.9136.96
MLProuting=selection based2025.0542.4632.82
Attnk=100, routing=selection based2025.0541.6133.87
Attnk=10, routing=selection based2025.0539.128.21
kNNk=10, routing=selection based2025.0534.4824.69
Graphk=100, routing=selection based2025.0533.6333.06
Linear (MF)matrix factorization=true, routing=selection based2025.0532.630.24
Graphk=10, routing=selection based2025.0532.1124.7
D-Attnk=10, routing=selection based2025.0530.4229.75
D-Attnk=100, routing=selection based2025.0529.7248.46
kNNk=100, routing=selection based2025.0523.3924.23
Linearrouting=selection based2025.0523.3924.92
MLP (MF)matrix factorization=true, routing=selection based2025.0523.3933.07