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Commonsense Reasoning on CSQA (Custom Metrics)

91.5AccuracyUDPO
67.26873.55979.8586.141Feb 6, 2026

Evaluation results

MethodLinks
UDPON Agents in MAD=52026.0291.50.0580.0320.052
UDPON Agents in MAD=102026.0288.20.0640.0450.065
UDPON Agents in MAD=32026.0286.80.0620.0480.072
RMAACN Agents in MAD=52026.0279.80.1420.1080.178
MAPPON Agents in MAD=52026.0278.20.1480.1120.188
RMAACN Agents in MAD=102026.0277.20.1480.1180.192
MAPPON Agents in MAD=102026.0276.50.1550.1250.202
Standard MADN Agents in MAD=52026.0275.40.1980.1350.225
RMAACN Agents in MAD=32026.0274.10.1680.1320.212
Standard MADN Agents in MAD=102026.0273.80.2020.1480.238
MAPPON Agents in MAD=32026.0272.50.1720.1380.222
Standard MADN Agents in MAD=32026.0268.20.2050.1620.258