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ResearchFormerly WizWand

General Language Understanding on MMLU (5-shot Accuracy)

78.825-shot AccuracyLP-SFT
54.161660.563366.96573.3667Jul 6, 2026
Updated 4mo ago

Evaluation results

MethodLinks
LP-SFTBackbone=Qwen3-14B, Few-shot prompt=5-shot2026.0778.82
ASFTBackbone=Qwen3-14B, Few-shot prompt=5-shot2026.0777.7
EAFTBackbone=Qwen3-14B, Few-shot prompt=5-shot2026.0777.13
CEBackbone=Qwen3-14B, Few-shot prompt=5-shot2026.0776.99
GEMBackbone=Qwen3-14B, Few-shot prompt=5-shot2026.0776.96
DFTBackbone=Qwen3-14B, Few-shot prompt=5-shot2026.0776.11
LP-SFTBackbone=Qwen3-4B, Few-shot prompt=5-shot2026.0770.32
ASFTBackbone=Qwen3-4B, Few-shot prompt=5-shot2026.0769.54
EAFTBackbone=Qwen3-4B, Few-shot prompt=5-shot2026.0769.08
GEMBackbone=Qwen3-4B, Few-shot prompt=5-shot2026.0768.99
CEBackbone=Qwen3-4B, Few-shot prompt=5-shot2026.0768.9
DFTBackbone=Qwen3-4B, Few-shot prompt=5-shot2026.0766.82
LP-SFTBackbone=Llama3.1-8B, Few-shot prompt=5-shot2026.0762.48
EAFTBackbone=Llama3.1-8B, Few-shot prompt=5-shot2026.0761.14
CEBackbone=Llama3.1-8B, Few-shot prompt=5-shot2026.0761.11
GEMBackbone=Llama3.1-8B, Few-shot prompt=5-shot2026.0761
ASFTBackbone=Llama3.1-8B, Few-shot prompt=5-shot2026.0760.58
DFTBackbone=Llama3.1-8B, Few-shot prompt=5-shot2026.0755.11