Question Analysis
On a Linux host, a ping command was executed to test internet connectivity. Determine which IP address was used as the ping target.
be8f4019-d8b6-434c-a814-53123cdcc11e
Question ID
10/16
Models Correct
1
Valid Answer
63%
Success Rate
Reference Answer
Human-validated correct answer for this question
8.8.8.8
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 | 0.0405 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0106 |
gpt-4-turbo-2024-04-09 | 8.8.8.8 | DeviceProcessEvents
| where FileName == "ping"
| project DeviceName, ProcessCommandLine, TimeGenerated | Correct | 1 | 8.49s | 0.0502 |
gpt-4.1 | 8.8.8.8 | DeviceProcessEvents
| where FileName == "ping"
| extend ping_target = extract(@"ping\s+(-[\w\s]+\s+)?([\d\.]+)", 2, ProcessCommandLine)
| where isnotempty(ping_target)
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, ping_target | Correct | 1 | 6.54s | 0.0110 |
gpt-4.1-finetuned | 8.8.8.8 | DeviceProcessEvents
| where ProcessCommandLine startswith "ping"
| project ProcessCommandLine
| extend IPAddress = extract(@"\d+\.\d+\.\d+\.\d+", 0, ProcessCommandLine)
| project IPAddress
| where isnotempty(IPAddress)
| distinct IPAddress
| Correct | 1 | 11.85s | 0.0120 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0087 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0017 |
gpt-4o | 8.8.8.8 | DeviceProcessEvents
| where ProcessCommandLine contains "ping"
| project InitiatingProcessCommandLine, DeviceId, DeviceName, TenantId, TimeGenerated | Correct | 1 | 4.13s | 0.0527 |
grok-3-beta | 8.8.8.8 | DeviceProcessEvents
| where ProcessCommandLine contains "ping"
| join kind=inner (
DeviceInfo
| where OSPlatform contains "Linux"
) on DeviceId
| extend ExtractedIP = extract("[0-9]+\\.[0-9]+\\.[0-9]+\\.[0-9]+", 0, ProcessCommandLine)
| where isnotempty(ExtractedIP)
| project DeviceName, ProcessCreationTime, ProcessCommandLine, ExtractedIP
| order by ProcessCreationTime desc | Correct | 2 | 17.85s | 0.0533 |
grok-3-mini-beta | None | let linuxDevices = DeviceInfo | where OSPlatform == "Linux" | distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (linuxDevices)
| where FileName =~ "ping"
| extend TargetIP = extract(@"\\b\\d{1,3}\\\.\\d{1,3}\\\.\\d{1,3}\\\.\\d{1,3}\\b", 0, ProcessCommandLine)
| summarize arg_max(TimeGenerated, TargetIP, TimeGenerated) by DeviceId
| project DeviceId, TargetIP, TimeGenerated
| order by TimeGenerated desc | Incorrect | 3 | 60.02s | 0.0046 |
o1-high | 8.8.8.8 | let LinuxDevices = DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId;
LinuxDevices
| join (DeviceProcessEvents
| where FileName == "ping" or ProcessCommandLine has "ping") on DeviceId
| extend TargetIp = extract("([0-9]+(?:\\.[0-9]+){3})", 1, ProcessCommandLine)
| project TimeGenerated, DeviceName, ProcessCommandLine, TargetIp
| order by TimeGenerated desc | Correct | 1 | 26.11s | 0.2060 |
o1-low | 8.8.8.8 | DeviceProcessEvents
| where FileName == "ping"
| extend RawTarget = extract(@"ping\s+([^\s]+)", 1, ProcessCommandLine)
| join kind=inner (
DeviceInfo
| where OSPlatform == "Linux"
| project DeviceId, DeviceName
) on DeviceId
| extend PingIP = extract(@"(\d{1,3}(?:\\.\d{1,3}){3})", 0, RawTarget)
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, RawTarget, PingIP
| order by TimeGenerated desc | Correct | 3 | 67.41s | 0.5561 |
o3-mini-high | 8.8.8.8 | DeviceProcessEvents
| where InitiatingProcessCommandLine contains "ping"
| extend targetIP = extract(@"\b(?:(?:25[0-5]|2[0-4]\d|[01]?\d?\d)\.){3}(?:25[0-5]|2[0-4]\d|[01]?\d?\d)\b", 0, InitiatingProcessCommandLine)
| where isnotempty(targetIP)
| project TimeGenerated, DeviceName, InitiatingProcessCommandLine, targetIP
| sort by TimeGenerated desc | Correct | 1 | 43.05s | 0.0142 |
o3-mini-low | 8.8.8.8 | DeviceProcessEvents
| where ProcessCommandLine contains "ping"
| where FileName endswith "ping"
| extend TargetIP = extract(@"(\b\d{1,3}(?:\.\d{1,3}){3}\b)", 0, ProcessCommandLine)
| where isnotempty(TargetIP)
| project TimeGenerated, DeviceName, ProcessCommandLine, TargetIP
| order by TimeGenerated desc | Correct | 3 | 59.40s | 0.0281 |
o4-mini-high | 8.8.8.8 | // Identify Linux devices
let linuxDevices = DeviceInfo
| where OSPlatform contains "Linux"
| project DeviceId, DeviceName;
// Network-based ping events (ICMP by ping)
let pingNetwork = DeviceNetworkEvents
| where DeviceId in (linuxDevices | project DeviceId)
| where Protocol == "ICMP"
| where InitiatingProcessFileName in ("ping", "ping6")
| extend ProcessCommandLine = InitiatingProcessCommandLine
| project TimeGenerated, DeviceId, PingTarget = RemoteIP, ProcessCommandLine;
// Process-based ping events (extract IP from command line)
let pingProcess = DeviceProcessEvents
| where DeviceId in (linuxDevices | project DeviceId)
| where FileName in ("ping", "ping6")
| extend PingTarget = extract(@"(\d+\.\d+\.\d+\.\d+)", 1, ProcessCommandLine)
| project TimeGenerated, DeviceId, PingTarget, ProcessCommandLine;
// Combine, enrich, filter, and sort
union pingNetwork, pingProcess
| where isnotempty(PingTarget)
| join kind=inner linuxDevices on DeviceId
| sort by TimeGenerated desc
| project TimeGenerated, DeviceName, PingTarget, ProcessCommandLine | Correct | 2 | 89.59s | 0.0234 |
o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0509 |