真实世界种子语料评测

门禁通过

冻结测试集不会在本轮规则开发中用于调参;因此“门禁通过”不等于所有样本完全匹配, 而是各分层的 precision、recall、解析率和性能均达到配置阈值。

120/121
样本通过
100.0%
Precision
99.6%
Recall
99.8%
F1
20/20
决策正确
0
False Block
0
多余确认
0
危险放行
50.30 ms
P95

执行决策误报指标

指标数量比例含义
False Block00.0%预期 allow/ask,却被 block
Unnecessary Ask00.0%预期 allow,却要求确认
Unsafe Allow00.0%预期 ask/block,却被 allow

按语言

语言TPFPFN PrecisionRecallF1
bash15401 100.0%99.4%99.7%
python3700 100.0%100.0%100.0%
node4000 100.0%100.0%100.0%

按语料来源

来源TPFPFN PrecisionRecallF1
public-derived11301 100.0%99.1%99.6%
public-snapshot9300 100.0%100.0%100.0%
synthetic-realistic2500 100.0%100.0%100.0%

按数据集分层

分层TPFPFN PrecisionRecallF1
regression2500 100.0%100.0%100.0%
test1601 100.0%94.1%97.0%
validation19000 100.0%100.0%100.0%

按风险类别

类别TPFPFN PrecisionRecallF1
credential_access2900 100.0%100.0%100.0%
data_exfiltration1900 100.0%100.0%100.0%
defense_evasion1401 100.0%93.3%96.6%
destructive_behavior1300 100.0%100.0%100.0%
download_execution1000 100.0%100.0%100.0%
dynamic_execution1700 100.0%100.0%100.0%
interpreter_escape1500 100.0%100.0%100.0%
network_egress5400 100.0%100.0%100.0%
persistence1400 100.0%100.0%100.0%
privilege_escalation2000 100.0%100.0%100.0%
second_stage_payload600 100.0%100.0%100.0%
system_modification2000 100.0%100.0%100.0%

失败样本

ID / 来源期望类别实际类别预期/实际决策漏检(FN)缺少指定 finding禁止 finding实际证据
holdout-atomic-disable-journald-storage-001
redcanaryco/atomic-red-team
public/atomic-red-team/disable-journald-storage.sh.txt
defense_evasion, privilege_escalation, system_modificationprivilege_escalation, system_modification 未标注 / block defense_evasion defense.journald-storage-disable system.sensitive-config: sudo sed -i 's/Storage=auto/Storage=none/' /etc/systemd/journald.conf
privilege.sudo: sudo sed -i 's/Storage=auto/Storage=none/' /etc/systemd/journald.conf

生成时间:2026-07-29T01:42:28.669Z。样本只作为文本传给扫描器,评测器不执行样本。