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ResearchFormerly WizWand

Legal Reasoning on LegalBench (MAE)

0.033MAEEnsemble
0.015440.133970.25250.37103May 8, 2026
Updated 6mo ago

Evaluation results

MethodLinks
EnsembleNum. queries=64, Evaluation protocol=Leave-One-Family-Out protocol2026.050.033
DKPSNum. queries=64, Evaluation protocol=Leave-One-Family-Out protocol2026.050.034
Sample ScoreNum. queries=64, Evaluation protocol=Leave-One-Family-Out protocol2026.050.048
EnsembleNum. queries=16, Evaluation protocol=Leave-One-Family-Out protocol2026.050.049
DKPSNum. queries=16, Evaluation protocol=Leave-One-Family-Out protocol2026.050.051
DKPSNum. queries=4, Evaluation protocol=Leave-One-Family-Out protocol2026.050.067
EnsembleNum. queries=4, Evaluation protocol=Leave-One-Family-Out protocol2026.050.067
DKPSNum. queries=1, Evaluation protocol=Leave-One-Family-Out protocol2026.050.087
EnsembleNum. queries=1, Evaluation protocol=Leave-One-Family-Out protocol2026.050.087
Pop. MeanNum. queries=1, Evaluation protocol=Leave-One-Family-Out protocol2026.050.093
Pop. MeanNum. queries=4, Evaluation protocol=Leave-One-Family-Out protocol2026.050.093
Pop. MeanNum. queries=16, Evaluation protocol=Leave-One-Family-Out protocol2026.050.093
Pop. MeanNum. queries=64, Evaluation protocol=Leave-One-Family-Out protocol2026.050.093
Sample ScoreNum. queries=16, Evaluation protocol=Leave-One-Family-Out protocol2026.050.097
Sample ScoreNum. queries=4, Evaluation protocol=Leave-One-Family-Out protocol2026.050.199
Sample ScoreNum. queries=1, Evaluation protocol=Leave-One-Family-Out protocol2026.050.472