Question Analysis
Review Linux process execution records for any commands that list TCP metric cache entries and filter out loopback interfaces. Which utility was used?
6c2da894-0b57-43cb-87af-46ea3b501388
Question ID
6/16
Models Correct
1
Valid Answer
38%
Success Rate
Reference Answer
Human-validated correct answer for this question
ip
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 | 0.0508 |
| gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0112 |
| gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2375 |
| gpt-4.1 | ip | DeviceProcessEvents
| where ProcessCommandLine contains "metrics" and ProcessCommandLine contains "tcp"
| where not(ProcessCommandLine contains "lo")
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine | Correct | 1 | 6.89s | 0.0120 |
| gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0330 |
| gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0100 |
| gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0015 |
| gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0537 |
| grok-3-beta | ip | DeviceProcessEvents
| where ProcessCommandLine has "ss" or ProcessCommandLine has "netstat" or ProcessCommandLine contains "tcp"
| join kind=leftanti (
DeviceNetworkEvents
| where LocalIP == "127.0.0.1"
) on DeviceId, InitiatingProcessId
| project Timestamp, DeviceName, InitiatingProcessFileName, ProcessCommandLine, DeviceId
| summarize count() by InitiatingProcessFileName, DeviceName, ProcessCommandLine
| order by count_ desc | Correct | 1 | 14.01s | 0.0302 |
| grok-3-mini-beta | utilities | DeviceProcessEvents
| where ProcessCommandLine contains "ss" and ProcessCommandLine contains "tcp" and not (ProcessCommandLine contains "lo")
| summarize utilities = make_set(FileName)
| project utilities | Incorrect | 2 | 33.20s | 0.0029 |
| o1-high | ip | DeviceProcessEvents
| join kind=inner (
DeviceInfo
| where OSPlatform == "Linux"
) on DeviceId
| where ProcessCommandLine has_any ("tcp", "cache")
| where not(ProcessCommandLine has_any ("lo", "loopback"))
| summarize Commands = makeset(ProcessCommandLine), Count=count() by FileName, DeviceName, bin(TimeGenerated, 1d)
| order by Count desc | Correct | 1 | 29.15s | 0.2232 |
| o1-low | ip | DeviceProcessEvents
| join kind=inner (
DeviceInfo
| where OSPlatform =~ "Linux"
| project DeviceId
) on DeviceId
| where ProcessCommandLine has_all ("ip", "tcp_metrics", "show")
| where not(ProcessCommandLine has "lo")
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, FolderPath, InitiatingProcessCommandLine
| order by TimeGenerated desc | Correct | 2 | 39.45s | 0.3375 |
| o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0490 |
| o3-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0404 |
| o4-mini-high | ip | let LinuxDevices = DeviceInfo
| where tolower(OSPlatform) contains "linux"
| distinct DeviceId;
DeviceProcessEvents
| where DeviceId in (LinuxDevices)
// Filter for any tcp_metrics invocation
and ProcessCommandLine has "tcp_metrics"
// Exclude loopback traffic entries
and ProcessCommandLine !has " lo"
| project TimeGenerated, DeviceName, FileName, ProcessCommandLine
| summarize Invocations = count() by FileName, ProcessCommandLine
| sort by Invocations desc | Correct | 3 | 97.47s | 0.0338 |
| o4-mini-low | ip | DeviceProcessEvents
// Look for TCP metric cache listing commands (ss -M/--metrics or ip tcp_metrics)
| where (ProcessCommandLine has "ss" and (ProcessCommandLine has "-M" or ProcessCommandLine has "--metrics"))
or (ProcessCommandLine has "ip" and ProcessCommandLine has "tcp_metrics")
// Exclude any references to the loopback interface
| where ProcessCommandLine !contains " lo" and ProcessCommandLine !contains "dev lo"
// Extract the invoked utility name from the full path
| extend UtilityPath = tostring(split(ProcessCommandLine, ' ')[0])
| extend Utility = tostring(split(UtilityPath, '/')[array_length(split(UtilityPath, '/')) - 1])
// Count invocations per utility and sort by highest usage
| summarize InvocationCount = count() by Utility
| order by InvocationCount desc | Correct | 3 | 96.59s | 0.0275 |