Question Analysis

On a Linux host, auditing has been turned off. Review process execution or syslog data to determine which command was executed to disable the audit subsystem.

7906f0a6-b527-46ee-9026-6e81a9184e08
Question ID
12/16
Models Correct
1
Valid Answer
75%
Success Rate
Reference Answer

Human-validated correct answer for this question

auditctl -e 0
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
auditctl -e 0
DeviceProcessEvents | where ActionType == "ProcessCreated" | where ProcessCommandLine has_any ("auditctl -e 0", "systemctl stop auditd", "service auditd stop", "killall auditd", "pkill auditd") | project Timestamp, DeviceName, ProcessCommandLine, InitiatingProcessCommandLine, AccountName
Correct
1
10.69s
0.0053
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0111
gpt-4-turbo-2024-04-09
auditctl -e 0
DeviceProcessEvents | where InitiatingProcessCommandLine contains 'auditctl -e 0' or InitiatingProcessCommandLine contains 'service auditd stop' or InitiatingProcessCommandLine contains '/etc/init.d/auditd stop' or InitiatingProcessCommandLine contains 'systemctl stop auditd' | project DeviceName, AccountName, InitiatingProcessCommandLine, TimeGenerated
Correct
1
11.09s
0.0532
gpt-4.1
auditctl -e 0
DeviceProcessEvents | where ProcessCommandLine has_any ('auditctl -e 0', 'auditctl --disable', 'systemctl stop auditd', 'service auditd stop', 'auditd -s disable', 'systemctl disable auditd') | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
Correct
1
3.64s
0.0112
gpt-4.1-finetuned
auditctl -e 0
DeviceProcessEvents | where InitiatingProcessCommandLine has_any ("auditctl", "magic value", "d off", "auditd -s disable", "auditd") or ProcessCommandLine has_any ("auditctl", "magic value", "d off", "auditd -s disable", "auditd")
Correct
2
18.75s
0.1287
gpt-4.1-mini
No answer provided
No query generated
Incorrect
5
0.00s
0.0079
gpt-4.1-nano
No answer provided
No query generated
Incorrect
5
0.00s
0.0017
gpt-4o
auditctl -e 0
DeviceProcessEvents | where InitiatingProcessCommandLine has_any ("auditctl", "systemctl stop auditd", "service auditd stop", "kill") | project TimeGenerated, DeviceName, InitiatingProcessCommandLine, InitiatingProcessAccountName, InitiatingProcessId
Correct
1
3.28s
0.0187
grok-3-beta
No answer provided
No query generated
Incorrect
5
0.00s
0.1120
grok-3-mini-beta
auditctl -e 0
let linuxDevices = DeviceInfo | where OSPlatform == 'Linux' | distinct DeviceId; DeviceProcessEvents | where DeviceId in (linuxDevices) | where ProcessCommandLine contains 'auditctl' and ProcessCommandLine contains '-e 0' | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | order by TimeGenerated desc
Correct
1
18.21s
0.0016
o1-high
auditctl
DeviceProcessEvents | where ActionType == "ProcessCreated" | join kind=inner ( DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId ) on DeviceId | extend normCmdLine = tolower(ProcessCommandLine) | where normCmdLine has_any ("auditctl", "systemctl", "service") and normCmdLine has_any ("-e 0", "stop", "disable") | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, FolderPath, FileName | order by TimeGenerated desc | limit 100
Correct
2
64.40s
0.5270
o1-low
auditctl
let LinuxDevices = DeviceInfo | where OSPlatform == "Linux" | project DeviceId; union DeviceProcessEvents, DeviceEvents | where DeviceId in (LinuxDevices) | where tostring(ProcessCommandLine) != "" // ensure we have commands | where tolower(ProcessCommandLine) has_any ("auditctl -e 0", "systemctl stop auditd", "service auditd stop", "systemctl disable auditd", "chkconfig auditd off", "systemctl mask auditd") // Add additional keywords if necessary | project TimeGenerated, DeviceName, ActionType, AccountName, ProcessCommandLine, InitiatingProcessCommandLine, AdditionalFields | order by TimeGenerated desc
Correct
1
48.33s
0.3412
o3-mini-high
auditctl
union withsource=SourceTable DeviceProcessEvents, DeviceEvents | where ( // Check command line fields from process execution events ((ProcessCommandLine has "auditctl" or ProcessCommandLine has "auditd" or ProcessCommandLine has "systemctl") and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable" or ProcessCommandLine has "-e 0")) // Also check the initiating process command line or ((InitiatingProcessCommandLine has "auditctl" or InitiatingProcessCommandLine has "auditd" or InitiatingProcessCommandLine has "systemctl") and (InitiatingProcessCommandLine has "stop" or InitiatingProcessCommandLine has "disable" or InitiatingProcessCommandLine has "-e 0")) ) | project TimeGenerated, DeviceName, SourceTable, ProcessCommandLine, InitiatingProcessCommandLine, FileName, FolderPath, ProcessId, InitiatingProcessId | order by TimeGenerated desc
Correct
3
39.89s
0.0518
o3-mini-low
auditctl
union DeviceProcessEvents, DeviceEvents | where ( (isnotempty(InitiatingProcessCommandLine) and tolower(InitiatingProcessCommandLine) has "auditctl") or (isnotempty(InitiatingProcessCommandLine) and tolower(InitiatingProcessCommandLine) has "auditd") or (isnotempty(ProcessCommandLine) and tolower(ProcessCommandLine) has "auditctl") or (isnotempty(ProcessCommandLine) and tolower(ProcessCommandLine) has "auditd") or (tostring(AdditionalFields) has "auditctl") or (tostring(AdditionalFields) has "auditd") ) | project TimeGenerated, DeviceName, DeviceId, InitiatingProcessFileName, InitiatingProcessCommandLine, ProcessCommandLine, AdditionalFields, Type | sort by TimeGenerated desc
Correct
1
26.01s
0.0509
o4-mini-high
auditctl -e 0
let linuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId; DeviceProcessEvents | where TimeGenerated between (startofday(ago(7d))..now()) // adjust time range as needed | where DeviceId in (linuxDevices) | where (FileName == "auditctl" and ProcessCommandLine has "-e 0") or (FileName == "systemctl" and ProcessCommandLine has "auditd" and (ProcessCommandLine has "stop" or ProcessCommandLine has "disable")) or ProcessCommandLine has "service auditd stop" or ProcessCommandLine has "auditoff" or ProcessCommandLine has "chkconfig auditd off" | project TimeGenerated, DeviceName, InitiatingProcessAccountName, FileName, ProcessCommandLine | sort by TimeGenerated desc
Correct
1
37.10s
0.0100
o4-mini-low
auditctl -e 0
let DisabledByProcess = DeviceProcessEvents | where ( ProcessCommandLine has "auditctl" and (ProcessCommandLine has "-e 0" or ProcessCommandLine has "--disable") or ProcessCommandLine has "systemctl stop auditd" or ProcessCommandLine has "systemctl disable auditd" or ProcessCommandLine has "service auditd stop" ) | project TimeGenerated, Source = "ProcessEvent", HostName = DeviceName, Account = InitiatingProcessAccountName, Command = ProcessCommandLine; let DisabledBySyslog = Syslog | where ( ProcessName == "auditd" and (SyslogMessage has "stopped" or SyslogMessage has "disabled") or SyslogMessage has "audit subsystem disabled" ) | project TimeGenerated, Source = "Syslog", HostName = Computer, Account = "", Command = SyslogMessage; union isfuzzy=true DisabledByProcess, DisabledBySyslog | sort by TimeGenerated desc
Correct
2
121.54s
0.0209