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Symbolic Reasoning on MMLU-Hard abstract_algebra 100 items

41.7Baseline AccuracyUncoded single call
39.61540.657541.742.7425May 9, 2026

Evaluation results

MethodLinks
Uncoded single callChannel models=Nemotron-Nano-3 + Devstral-Small-2, Judge model=GLM-5.1, n=100, Method category=Baseline2026.0541.7——
FountainChannel models=Nemotron-Nano-3 + Devstral-Small-2, Judge model=GLM-5.1, n=100, Method category=Best fixed technique, Agentic Framework=AGENTCODEC2026.05—66.224.4