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Code Generation on MultiPL-E MBPP

58.8ScoreKimi-K2
50.27252.48654.756.914Jan 6, 2026Jan 12, 2026Jan 18, 2026Jan 24, 2026Jan 30, 2026Feb 5, 2026Feb 11, 2026

Evaluation results

MethodLinks
Kimi-K2Model Variant=Base, # Shots=0-shot, # Activated Params=32B, # Total Params=1043B2026.0258.8—
Kimi-K2 Base# Shots=0-shot, # Activated Params=32B, # Total Params=1043B2026.0158.8—
Step 3.5 FlashModel Variant=Base, # Shots=0-shot, # Activated Params=11B, # Total Params=196B2026.0258—
MiMo-V2 FlashModel Variant=Base, # Shots=0-shot, # Activated Params=15B, # Total Params=309B2026.0256.7—
MiMo-V2-Flash Base# Shots=0-shot, # Activated Params=15B, # Total Params=309B2026.0156.7—
DeepSeek V3.1Model Variant=Base, # Shots=0-shot, # Activated Params=37B, # Total Params=671B2026.0252.5—
DeepSeek-V3.1 Base# Shots=0-shot, # Activated Params=37B, # Total Params=671B2026.0152.5—
DeepSeek V3.2Model Variant=Exp Base, # Shots=0-shot, # Activated Params=37B, # Total Params=671B2026.0250.6—
DeepSeek-V3.2 Exp Base# Shots=0-shot, # Activated Params=37B, # Total Params=671B2026.0150.6—
FullTraining Strategy=Full-Attention baseline2026.06—82.1
MSA-CPTTraining Strategy=sparse continued pretraining2026.06—81.1
MSA-PTTraining Strategy=from-scratch sparse pretraining2026.06—81.6