Across ten Qwen3-235B enforcement cells, the 68 omissions split into 35 compiled-state over-blocks, 17 agent declines of an ELIGIBLE directive, and 16 wrong-code or wrong-work-order bookings; every over-blocked omission occurred in an episode flagged by the ground-truth-free validator. · CiteArk

Across ten Qwen3-235B enforcement cells, the 68 omissions split into 35 compiled-state over-blocks, 17 agent declines of an ELIGIBLE directive, and 16 wrong-code or wrong-work-order bookings; every over-blocked omission occurred in an episode flagged by the ground-truth-free validator. · CiteArk

测量结果

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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
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	4 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	0 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	0 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	4 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	2 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	0 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	2 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	2 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think	0 events	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think · denominator: 128	7 episodes	—	尚未评估
model: Qwen3-235B · steps: 5 · density: 0.15 · reasoning: no-think · denominator: 128	15 episodes	—	尚未评估
model: Qwen3-235B · steps: 10 · density: 0.15 · reasoning: no-think	0 events	—	尚未评估