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Code Generation on HumanEval (Accuracy)

54.27AccuracyLlama3.1-8B-Instruct
38.4142.527546.64550.7625Jan 30, 2026

Evaluation results

MethodLinks
Llama3.1-8B-InstructType=Autoregressive2026.0154.27
Qwen2.5-7B-InstructType=Autoregressive2026.0152.44
LLaDA1.5-8BDecoding Strategy=FourierSampler2026.0143.29
LLaDA1.5-8BDecoding Strategy=Vanilla2026.0140.85
LLaDA-8B-InstructDecoding Strategy=FourierSampler2026.0140.85
LLaDA1.5-8BDecoding Strategy=RWS2026.0139.63
LLaDA-8B-InstructDecoding Strategy=Vanilla2026.0139.63
LLaDA-8B-InstructDecoding Strategy=PC-Sampler2026.0139.63
LLaDA1.5-8BDecoding Strategy=PC-Sampler2026.0139.02
LLaDA-8B-InstructDecoding Strategy=RWS2026.0139.02