Question Analysis
On a Windows endpoint, review process creation logs to uncover when a built-in utility was used to reveal ARP entries. What exact command was used to list the ARP cache?
2d5a61f5-0447-4be4-944a-1f8530ed6574
Question ID
13/16
Models Correct
1
Valid Answer
81%
Success Rate
Reference Answer
Human-validated correct answer for this question
arp -a
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 | arp -a | DeviceProcessEvents
| where ActionType == "ProcessCreated"
| where ProcessCommandLine contains "arp" and ProcessCommandLine contains "-a"
| project Timestamp, DeviceName, ProcessCommandLine
| order by Timestamp asc | Correct | 3 | 20.37s | 0.0092 |
| gpt-35-turbo | arp -a | DeviceProcessEvents | where ActionType == 'ProcessCreated' and ProcessCommandLine contains 'arp -a' | project ProcessCommandLine, ProcessCreationTime, InitiatingProcessCommandLine, InitiatingProcessCreationTime | Correct | 3 | 5.56s | 0.0093 |
| gpt-4-turbo-2024-04-09 | arp -a | DeviceProcessEvents
| where InitiatingProcessCommandLine has 'arp' and InitiatingProcessCommandLine has '-a'
| project DeviceName, InitiatingProcessCommandLine, ProcessCreationTime | Correct | 1 | 14.24s | 0.1106 |
| gpt-4.1 | arp -a | DeviceProcessEvents
| where (tolower(FileName) has "arp" or tolower(ProcessCommandLine) has "arp")
| where ProcessCommandLine matches regex @"arp(.exe)?\s+(-a|-g)"
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine | Correct | 4 | 15.09s | 0.0402 |
| gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0296 |
| gpt-4.1-mini | arp -a | DeviceProcessEvents
| where FileName =~ "arp.exe" or ProcessCommandLine contains "arp"
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 2.73s | 0.0034 |
| gpt-4.1-nano | arp -a | DeviceProcessEvents
| where ProcessCommandLine contains 'arp -a'
| project ProcessCreationTime, DeviceName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessId, InitiatingProcessCommandLine
| order by ProcessCreationTime desc | Correct | 1 | 21.40s | 0.0010 |
| gpt-4o | arp -a | DeviceProcessEvents
| where ProcessCommandLine contains 'arp' and ProcessCommandLine contains ' -a'
| project TimeGenerated, DeviceName, ProcessCommandLine, InitiatingProcessAccountName | Correct | 1 | 17.45s | 0.0212 |
| grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0836 |
| grok-3-mini-beta | arp -a | DeviceProcessEvents
| where ProcessCommandLine has "arp -a"
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 1 | 11.12s | 0.0024 |
| o1-high | arp -a | DeviceProcessEvents
| where ActionType in~ ("ProcessCreated", "Create", "CreateProcess")
| where ProcessCommandLine has_all ("arp", "-a")
| project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 2 | 69.52s | 0.3565 |
| o1-low | arp -a | DeviceProcessEvents
| where ActionType in ("CreateProcess", "ProcessCreated")
| where isnotempty(ProcessCommandLine)
// Look for typical ways to reveal ARP cache (arp.exe -a, netsh interface ip show neighbors, etc.)
| where tolower(ProcessCommandLine) has_any ("arp -a", "arp /a", "arp -g", "arp /g", "netsh interface ip show neighbors", "netsh interface ip show arpcache", "get-netneighbor")
| project TimeGenerated, DeviceName, AccountDomain, AccountName, FileName, ProcessCommandLine
| order by TimeGenerated desc | Correct | 4 | 77.06s | 0.6596 |
| o3-mini-high | arp -a | DeviceProcessEvents
| where tolower(InitiatingProcessCommandLine) contains "arp -a"
| project TimeGenerated, DeviceName, InitiatingProcessFileName, InitiatingProcessCommandLine
| order by TimeGenerated desc | Correct | 5 | 57.36s | 0.0485 |
| o3-mini-low | arp -a | DeviceProcessEvents
| where isnotempty(InitiatingProcessCommandLine) and (InitiatingProcessCommandLine has "arp")
| where InitiatingProcessCommandLine has_any ("-a", "/a")
| project TimeGenerated, DeviceName, FileName, InitiatingProcessCommandLine, ProcessCommandLine, InitiatingProcessCreationTime
| sort by TimeGenerated desc | Correct | 1 | 80.71s | 0.0232 |
| o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0373 |
| o4-mini-low | arp -a | DeviceProcessEvents
| where ActionType == "ProcessCreated"
// Match either "arp" or "arp.exe"
| where FileName has_cs "arp"
// Look for the common ARP list switches (case-insensitive): -a, -g, /a, /g
| where ProcessCommandLine matches regex @"(?i)\barp\s+[-/][ag]\b"
| project ProcessCreationTime, DeviceName, InitiatingProcessAccountName, ProcessCommandLine
| sort by ProcessCreationTime asc | Correct | 3 | 95.16s | 0.0209 |