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Code Synthesis on HumanEval-Hard (100-item)

75.7Baseline ScoreUncoded single call
71.91573.807575.777.5925May 9, 2026

Evaluation results

MethodLinks
Uncoded single callChannel models=Nemotron-Nano-3 + Devstral-Small-2, Judge model=GLM-5.1, n=100, Method category=Baseline2026.0575.7——
HARQ-IRChannel models=Nemotron-Nano-3 + Devstral-Small-2, Judge model=GLM-5.1, n=100, Method category=Best fixed technique, Agentic Framework=AGENTCODEC2026.05—8610.3