Under joint math-and-code multi-teacher distillation into Qwen3-4B, γOPD records TotalAvg 66.00, the highest table value; it leads HumanEval+ and LiveCodeBench among code tasks and exceeds the teacher on the paper's average math and code comparisons, but not every individual benchmark or metric.

Under joint math-and-code multi-teacher distillation into Qwen3-4B, γOPD records TotalAvg 66.00, the highest table value; it leads HumanEval+ and LiveCodeBench among code tasks and exceeds the teacher on the paper's average math and code comparisons, but not every individual benchmark or metric. · CiteArk

测量结果

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保留同一结论下的完整结果组。已有评估排在前面；单项判断不替代整组结论。展开行查看条件、来源与历次证据。

每行是一项测量，分别显示论文报告、最近可用实测和累计证据状态。
指标与条件	论文报告	最近可用实测	证据判断
method: Student · dataset: AIME24	22.6%	—	尚未评估
method: Student · dataset: AIME25	20.83%	—	尚未评估
method: Student · dataset: AMC23	60.16%	—	尚未评估
method: Student · dataset: MATH500	67.4%	—	尚未评估
method: Student · dataset: HumanEval+	75.61%	—	尚未评估
method: Student · dataset: MBPP+	61.9%	—	尚未评估
method: Student · dataset: LiveCodeBench v6	17.14%	—	尚未评估
method: Student · dataset: TotalAvg	47.15%	—	尚未评估
method: Teacher · dataset: AIME24	57.4%	—	尚未评估
method: Teacher · dataset: AIME25	51.67%	—	尚未评估
method: Teacher · dataset: AMC23	93.52%	—	尚未评估
method: Teacher · dataset: MATH500	69.8%	—	尚未评估

Under joint math-and-code multi-teacher distillation into Qwen3-4B, γOPD records TotalAvg 66.00, the highest table value; it leads HumanEval+ and LiveCodeBench among code tasks and exceeds the teacher on the paper's average math and code comparisons, but not every individual benchmark or metric.

报告指标与观测值

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测量结果