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Question Answering on Riddle (test)

67.84AccuracyOracle
-2.42073615.82003234.060852.301568Apr 19, 2026

Evaluation results

MethodLinks
OracleModel Size=Large, Noise Type=Uniform2026.0467.84
REALMModel Size=Large, Expertise Distribution=Dist. 2, Noise Type=Uniform2026.0465.45
REALMModel Size=Large, Expertise Distribution=Dist. 3, Noise Type=Uniform2026.0462.31
NOISYModel Size=Large, Expertise Distribution=Dist. 2, Noise Type=Uniform2026.0461.49
REALMModel Size=Large, Expertise Distribution=Dist. 1, Noise Type=Uniform2026.0460.43
NOISYModel Size=Large, Expertise Distribution=Dist. 3, Noise Type=Uniform2026.0457.06
OracleModel Size=Base, Noise Type=Uniform2026.0454.12
NOISYModel Size=Large, Expertise Distribution=Dist. 1, Noise Type=Uniform2026.0450.35
REALMModel Size=Base, Expertise Distribution=Dist. 2, Noise Type=Uniform2026.0449.61
REALMModel Size=Base, Expertise Distribution=Dist. 3, Noise Type=Uniform2026.0446.63
REALMModel Size=Base, Expertise Distribution=Dist. 1, Noise Type=Uniform2026.0446.04
NOISYModel Size=Base, Expertise Distribution=Dist. 2, Noise Type=Uniform2026.0445.84
NOISYModel Size=Base, Expertise Distribution=Dist. 3, Noise Type=Uniform2026.0442
OracleModel Size=Small2026.0439.02
OracleModel Size=Small, Noise Type=Uniform2026.0439.02
NOISYModel Size=Base, Expertise Distribution=Dist. 1, Noise Type=Uniform2026.0436.2
REALMModel Size=Small, Expertise Distribution=Dist. 2, Noise Type=Uniform2026.0434.71
REALMModel Size=Small, Expertise Distribution=Dist. 2, Noise Type=Uniform2026.0434.71
REALMModel Size=Small, Expertise Distribution=Dist. 3, Noise Type=Uniform2026.0432.16
REALMModel Size=Small, Expertise Distribution=Dist. 1, Noise Type=Uniform2026.0431.49
noisyModel Size=Small, Expertise Distribution=Dist. 2, Noise Type=Uniform2026.0431.25
NOISYModel Size=Small, Expertise Distribution=Dist. 2, Noise Type=Uniform2026.0431.25
NOISYModel Size=Small, Expertise Distribution=Dist. 3, Noise Type=Uniform2026.0429.69
NOISYModel Size=Small, Expertise Distribution=Dist. 1, Noise Type=Uniform2026.0423.8
OracleModel Size=Large, Expertise Distribution=Dist. 32026.040.6784
REALMModel Size=Large, Noise Type=Uniform, Expertise Distribution=Dist. 32026.040.6231
REALMModel Size=Large, Noise Type=Asymmetric, Expertise Distribution=Dist. 32026.040.6133
REALMModel Size=Large, Noise Type=Systematic, Expertise Distribution=Dist. 32026.040.6125
NOISYModel Size=Large, Noise Type=Systematic, Expertise Distribution=Dist. 32026.040.5792
NOISYModel Size=Large, Noise Type=Uniform, Expertise Distribution=Dist. 32026.040.5706
NOISYModel Size=Large, Noise Type=Asymmetric, Expertise Distribution=Dist. 32026.040.5616
OracleModel Size=Base, Expertise Distribution=Dist. 32026.040.5412
REALMModel Size=Base, Noise Type=Asymmetric, Expertise Distribution=Dist. 32026.040.4694
REALMModel Size=Base, Noise Type=Uniform, Expertise Distribution=Dist. 32026.040.4663
REALMModel Size=Base, Noise Type=Systematic, Expertise Distribution=Dist. 32026.040.4647
NOISYModel Size=Base, Noise Type=Asymmetric, Expertise Distribution=Dist. 32026.040.4247
NOISYModel Size=Base, Noise Type=Systematic, Expertise Distribution=Dist. 32026.040.4208
NOISYModel Size=Base, Noise Type=Uniform, Expertise Distribution=Dist. 32026.040.42
OracleModel Size=Small, Expertise Distribution=Dist. 32026.040.3902
REALMModel Size=Small, Noise Type=Asymmetric, Expertise Distribution=Dist. 32026.040.3259
REALMModel Size=Small, Noise Type=Systematic, Expertise Distribution=Dist. 32026.040.3227
REALMModel Size=Small, Noise Type=Uniform, Expertise Distribution=Dist. 32026.040.3216
NOISYModel Size=Small, Noise Type=Uniform, Expertise Distribution=Dist. 32026.040.2969
NOISYModel Size=Small, Noise Type=Asymmetric, Expertise Distribution=Dist. 32026.040.291
NOISYModel Size=Small, Noise Type=Systematic, Expertise Distribution=Dist. 32026.040.2816