On benign tasks containing no malicious skill behavior, SkillSonar preserves high utility on Claude Code (0.817 on GLM-5, 0.836 on Claude Haiku 4.5, and 0.724 on GPT-5.4), demonstrating minimal false-positive disruption of safe execution.

On benign tasks containing no malicious skill behavior, SkillSonar preserves high utility on Claude Code (0.817 on GLM-5, 0.836 on Claude Haiku 4.5, and 0.724 on GPT-5.4), demonstrating minimal false-positive disruption of safe execution. · CiteArk

测量结果

已评估 0/15 项

获得支持 0有争议或冲突 0尚未评估 15

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
model: GLM-5 · defense: No-guard	0.815 score	—	尚未评估
model: Claude Haiku 4.5 · defense: No-guard	0.827 score	—	尚未评估
model: GPT-5.4 · defense: No-guard	0.793 score	—	尚未评估
model: GLM-5 · defense: System prompt	0.833 score	—	尚未评估
model: Claude Haiku 4.5 · defense: System prompt	0.788 score	—	尚未评估
model: GPT-5.4 · defense: System prompt	0.836 score	—	尚未评估
model: GLM-5 · defense: AcceptEdits	0.796 score	—	尚未评估
model: Claude Haiku 4.5 · defense: AcceptEdits	0.813 score	—	尚未评估
model: GPT-5.4 · defense: AcceptEdits	0.74 score	—	尚未评估
model: GLM-5 · defense: AcceptEdits + allowlist	0.792 score	—	尚未评估
model: Claude Haiku 4.5 · defense: AcceptEdits + allowlist	0.819 score	—	尚未评估
model: GPT-5.4 · defense: AcceptEdits + allowlist	0.764 score	—	尚未评估

On benign tasks containing no malicious skill behavior, SkillSonar preserves high utility on Claude Code (0.817 on GLM-5, 0.836 on Claude Haiku 4.5, and 0.724 on GPT-5.4), demonstrating minimal false-positive disruption of safe execution.

报告指标与观测值

Assessment（0）

关联运行（0）

测量结果