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Cross-format Reasoning on Multi-format Evaluation Set MCQ, TF, FIB, OPEN

90.11Pass@4Full-Format
66.210872.415478.6284.8246Jun 10, 2026

Evaluation results

MethodLinks
Full-FormatModel Architecture=Llama-3.1-8B, SFT Strategy=Full-Format2026.0690.1113.4414.92
Targeted 20%Model Architecture=Llama-3.1-8B, SFT Strategy=Targeted-FormatMix, Expansion Ratio=20%2026.0689.912.6814.1
Random 30%Model Architecture=Llama-3.1-8B, SFT Strategy=Random-FormatMix, Expansion Ratio=30%2026.0688.9713.0214.63
Random 20%Model Architecture=Llama-3.1-8B, SFT Strategy=Random-FormatMix, Expansion Ratio=20%2026.0687.8312.2113.91
Targeted 10%Model Architecture=Llama-3.1-8B, SFT Strategy=Targeted-FormatMix, Expansion Ratio=10%2026.0687.241213.76
Random 10%Model Architecture=Llama-3.1-8B, SFT Strategy=Random-FormatMix, Expansion Ratio=10%2026.0685.8811.6213.53
Targeted 30%Model Architecture=Llama-3.1-8B, SFT Strategy=Targeted-FormatMix, Expansion Ratio=30%2026.068511.9214.02
MCQ-MatchedModel Architecture=Llama-3.1-8B, SFT Strategy=MCQ-Matched2026.0675.026.89.07
Llama-3.1-70B (ref.)Model Architecture=Llama-3.1-70B2026.0674.0115.3420.73
Baseline (Llama-3.1-8B)Model Architecture=Llama-3.1-8B, SFT Strategy=Baseline2026.0667.136.699.96