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Education

Benchmarks

Task NameDataset NameSOTA ResultTrend
Safety and Utility EvaluationEducation subset
JSR80.4
44
Predictive Modeling across GroupsEducation
RWA0.946
24
RegressionEducation
MSE0.15
24
Privacy appropriateness classificationEducation
F1 (Area)84.8
20
Node-level Regression Uncertainty QuantificationEducation
PICP100
10
Uncertainty QuantificationEducation
MPE0.09
9
Uncertainty QuantificationEducation
Sharpness0.01
9
Marginal Prediction LengthEducation (EDU)
Marginal Prediction Length1.88
6
Trend AlignmentEducation
∆Bias0.0716
6
Downstream classificationEducation Unconstrained
F1 Score44.9
4
Human EvaluationEducation subset
Win Rate85
3
Idea GenerationEducation
Ideas Accepted1,000
3
Downstream classificationEducation Category-controlled top-K
F1 Score83.8
3
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