Question Analysis
Examine the logs from the Linux system for events related to the systemd timer activation. Identify any records indicating that a new timer unit was started and enabled, and determine which timer name was used.
f4983098-bb13-44fb-9b2c-46149961807b
Question ID
4/16
Models Correct
1
Valid Answer
25%
Success Rate
Reference Answer
Human-validated correct answer for this question
art-timer.timer
Model Performance Comparison
See how different AI models performed on this question
| Model | Answer | KQL Query | Status | Attempts | Time | Cost |
|---|---|---|---|---|---|---|
| gemini-2.5-flash-preview-04-17 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0322 |
| gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0113 |
| gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2301 |
| gpt-4.1 | art-timer.timer | DeviceProcessEvents
| where FileName in ("systemctl", "systemd")
| where ProcessCommandLine has_any ("start", "enable") and ProcessCommandLine has ".timer"
| extend TimerUnit = extract(@"([\w-]+\.timer)", 1, ProcessCommandLine)
| where isnotempty(TimerUnit)
| project TimeGenerated, DeviceName, AccountName, ActionType, ProcessCommandLine, TimerUnit
| sort by TimeGenerated desc | Correct | 2 | 9.05s | 0.0218 |
| gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0483 |
| gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0068 |
| gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0013 |
| gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0472 |
| grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0925 |
| grok-3-mini-beta | art-timer.timer | DeviceProcessEvents
| where ProcessCommandLine contains "systemctl" and (ProcessCommandLine contains "start" or ProcessCommandLine contains "enable") and ProcessCommandLine contains ".timer"
| extend Action = extract(@"systemctl\s+(start|enable)\s+([^\s]+)", 1, ProcessCommandLine)
| extend TimerName = extract(@"systemctl\s+(start|enable)\s+([^\s]+)", 2, ProcessCommandLine)
| where Action in~ ("start", "enable")
| summarize Actions = make_set(Action), LatestTime = max(TimeGenerated) by TimerName, DeviceName
| where array_length(set_intersect(dynamic(["start", "enable"]), Actions)) == 2
| project DeviceName, TimerName, Actions, TimeGenerated = LatestTime
| order by TimeGenerated desc | Correct | 4 | 54.34s | 0.0064 |
| o1-high | art-timer | let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
| where ActionType == "ProcessCreated"
| where ProcessCommandLine has_any ("systemctl enable", "systemctl start")
| where ProcessCommandLine contains ".timer"
| extend TimerName = extract(@"systemctl\s+(?:enable|start)\s+([^\s]+)\.timer", 1, ProcessCommandLine)
| where isnotempty(TimerName)
| project TimeGenerated, DeviceName, ActionType, TimerName, ProcessCommandLine
| order by TimeGenerated desc | Incorrect | 3 | 79.83s | 0.4884 |
| o1-low | art-timer.timer | let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId, DeviceName;
LinuxDevices
| join kind=inner (
DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where ProcessCommandLine has "systemctl" and ProcessCommandLine has ".timer"
// Extract the operation (enable/start) and the timer name from the command line
| extend Operation = extract(@"systemctl\s+(enable|start)", 1, ProcessCommandLine)
| extend TimerName = extract(@"systemctl\s+(?:enable|start)\s+([^\s]+\.timer)", 1, ProcessCommandLine)
| where isnotempty(TimerName)
| project DeviceId, TimeGenerated, Operation, TimerName, ProcessCommandLine
) on DeviceId
| project TimeGenerated, DeviceName, Operation, TimerName, ProcessCommandLine | Correct | 4 | 83.66s | 0.6390 |
| o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0406 |
| o3-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0394 |
| o4-mini-high | art-timer.timer | let SyslogTimers = DeviceEvents
| where ActionType == "Syslog"
| extend SyslogMessage = tostring(AdditionalFields['SyslogMessage']), SyslogTag = tostring(AdditionalFields['SyslogTag'])
| where SyslogTag == "systemd" and SyslogMessage contains ".timer"
| extend Action = extract(@"systemd\[\d+\]:\s+(Started|Loaded|Enabled)", 1, SyslogMessage),
TimerName = extract(@"systemd\[\d+\]:\s+(?:Started|Loaded|Enabled)\s+([^\s]+\.timer)", 1, SyslogMessage)
| where isnotempty(Action) and isnotempty(TimerName)
| project TimeGenerated, DeviceName, EventType = "Syslog", Action, TimerName;
let ProcTimers = DeviceProcessEvents
| where ProcessCommandLine has "systemctl" and ProcessCommandLine has ".timer"
| extend Action = extract(@"systemctl\s+(start|enable)", 1, ProcessCommandLine),
TimerName = extract(@"systemctl\s+(?:start|enable)\s+([^\s]+\.timer)", 1, ProcessCommandLine)
| where isnotempty(Action) and isnotempty(TimerName)
| project TimeGenerated, DeviceName, EventType = "Process", Action, TimerName;
union SyslogTimers, ProcTimers
| sort by TimeGenerated desc | Correct | 1 | 109.04s | 0.0177 |
| o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0593 |