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Question Answering on MMLU (FDR, Power, and Ratio Analysis)

7FDRSGR
4.922418.946232.9746.9938Oct 16, 2025

Evaluation results

MethodLinks
SGRModel=Llama-3.1-8B-Instruct2025.1074833.13—
SGRModel=Qwen3-32B2025.108.1878.1466.88—
SGRModel=Llama-3.1-70B-Instruct2025.108.218474.85—
FDR searchModel=Qwen3-32B2025.109.8482.5671.98—
Conformal LabelingModel=Llama-3.1-8B-Instruct2025.109.8557.1340.64—
FDR searchModel=Llama-3.1-70B-Instruct2025.109.988.179.98—
Conformal LabelingModel=Llama-3.1-70B-Instruct2025.109.9788.2580.17—
Conformal LabelingModel=Qwen3-32B2025.101082.9572.44—
FDR searchModel=Llama-3.1-8B-Instruct2025.1058.9476.7768.74—
AI onlyModel=Llama-3.1-8B-Instruct2025.10———35.91
AI onlyModel=Qwen3-32B2025.10———21.43
AI onlyModel=Llama-3.1-70B-Instruct2025.10———18.24