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Code Reasoning on KodCode (test)

74.2Accuracy (KodCode Test)MoLEM
4.10422.30240.558.698May 21, 2026

Evaluation results

MethodLinks
MoLEMBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 1 Code (KodCode)2026.0574.2
MoLEMBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 2 Science (Nemotron Science)2026.0574.2
MoLEMBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 3 Math (Nemotron Math)2026.0574.2
MemGenBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 1 Code (KodCode)2026.0573.2
VanillaBase Model=Qwen3-4B-Instruct-2507, Training Stage=Vanilla2026.0572
SFTBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 1 Code (KodCode)2026.0562
ExpeLBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 1 Code (KodCode)2026.0562
ExpeLBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 3 Math (Nemotron Math)2026.0560.4
SFTBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 2 Science (Nemotron Science)2026.0559.8
SFTBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 3 Math (Nemotron Math)2026.0559.8
ExpeLBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 2 Science (Nemotron Science)2026.0558.8
MemGenBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 3 Math (Nemotron Math)2026.0529.6
MemGenBase Model=Qwen3-4B-Instruct-2507, Training Stage=Stage 2 Science (Nemotron Science)2026.056.8