Question Analysis

On a Linux system, logs show that the password expiration settings file was accessed. Identify which command was executed to list its contents.

7c86c55c-70fa-4a05-83c9-3aa19b145d1a
Question ID
8/23
Models Correct
1
Valid Answer
35%
Success Rate
Reference Answer

Human-validated correct answer for this question

cat /etc/login.defs
Model Performance Comparison

See how different AI models performed on this question

ModelAnswerKQL QueryStatusAttemptsTimeCost
gemini-2.5-flash-preview-04-17
No answer provided
No query generated
Incorrect
5
0.00s
0.0173
gpt-35-turbo
No answer provided
No query generated
Incorrect
5
0.00s
0.0109
gpt-4-turbo-2024-04-09
No answer provided
No query generated
Incorrect
5
0.00s
0.2236
gpt-4.1
cat /etc/login.defs
DeviceProcessEvents | where ProcessCommandLine has "/etc/login.defs" | where FileName in ("cat", "less", "more", "head", "tail", "grep", "awk", "sed", "view", "vi", "nano") | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessFileName, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
4
18.60s
0.0368
gpt-4.1-finetuned
bash -c "cat /etc/login.defs"
let suspect_processes = dynamic(["cat", "less", "more", "strings", "od", "tail", "head", "base64"]); DeviceProcessEvents | where FolderPath has_any (suspect_processes) | where ProcessCommandLine has_any ("/etc/login.defs", "/usr/bin/chage -l", "/sbin/chage -l") | where ProcessCommandLine !has "/bin/bash" | extend ArgumentMatch = iff(FolderPath !in ("cat", "less", "more", "strings", "od", "tail", "head"),"[not shell org]", "") | extend ArgumentMatch = iff(isempty(ArgumentMatch), extract(@'(\\s+)? /etc/login\\.defs(\\s+|-|$)', 0, ProcessCommandLine), ArgumentMatch) | extend ArgumentMatch = iff(isempty(ArgumentMatch), extract(@'(cat|less|more|od|tail|head|strings|base64) (/etc/login\\.defs)?(\\s+|-|$)', 0, ProcessCommandLine), ArgumentMatch) | extend ArgumentMatch = iff(isempty(ArgumentMatch), extract(@'/usr/bin/chage -l', 0, ProcessCommandLine), ArgumentMatch) | extend ArgumentMatch = iff(isempty(ArgumentMatch), extract(@'/sbin/chage -l', 0, ProcessCommandLine), ArgumentMatch) | extend ArgumentMatch = iff(isempty(ArgumentMatch), extract(@'chage -l', 0, ProcessCommandLine), ArgumentMatch) | where isnotempty(ArgumentMatch) | order by DeviceName asc, TimeGenerated asc, ProcessCommandLine asc | extend timestamp = TimeGenerated, HostCustomEntity = DeviceName, AccountCustomEntity = InitiatingProcessAccountName
Correct
5
73.07s
0.0456
gpt-4.1-mini
No answer provided
No query generated
Incorrect
5
0.00s
0.0081
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
0.0527
gpt-5-high
cat
let targetFiles = dynamic(["/etc/login.defs", "/etc/default/useradd"]); let viewer_pattern = @"(?i)\b(cat|less|more|head|tail|grep|awk|sed|strings|vi|vim|nano|view)\b"; let linux_devices = DeviceInfo | where OSPlatform =~ "Linux" | distinct DeviceId; DeviceProcessEvents | where DeviceId in (linux_devices) | where ActionType == "ProcessCreated" | where ProcessCommandLine has_any (targetFiles) or InitiatingProcessCommandLine has_any (targetFiles) | where FileName in~ ("cat","less","more","head","tail","grep","awk","sed","strings","vi","vim","nano","view") or ProcessCommandLine matches regex viewer_pattern | project TimeGenerated, DeviceName, AccountName, FileName, ProcessCommandLine, InitiatingProcessParentFileName, InitiatingProcessCommandLine | order by TimeGenerated desc
Incorrect
2
175.19s
0.0910
gpt-5-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0233
gpt-5-mini-low
cat
let target = "/etc/login.defs"; let linuxDevices = DeviceInfo | where isnotempty(OSPlatform) and tolower(OSPlatform) has "linux" | project DeviceId, DeviceName; // File events that directly reference the file path let fileEvents = DeviceFileEvents | extend FullPath = strcat(FolderPath, "/", FileName) | where (tolower(FullPath) contains tolower(target) or tolower(FileName) == "login.defs") // Common file access actions | where ActionType has_any ("FileOpened","FileRead","FileAccessed","FileWasRead","FileModified","FileCreated","FileWrite") | project TimeGenerated, SourceTable = "DeviceFileEvents", DeviceId, DeviceName, FileName, FolderPath, FullPath, ActionType, InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessId, InitiatingProcessAccountName; // Process events where the commandline references the file let procEvents = DeviceProcessEvents | where tolower(ProcessCommandLine) contains tolower(target) or tolower(ProcessCommandLine) contains "login.defs" | project TimeGenerated, SourceTable = "DeviceProcessEvents", DeviceId, DeviceName, FileName = FileName, FolderPath = FolderPath, FullPath = "", ActionType = ActionType, InitiatingProcessFileName = FileName, InitiatingProcessCommandLine = ProcessCommandLine, InitiatingProcessId = ProcessId, InitiatingProcessAccountName = InitiatingProcessAccountName; union fileEvents, procEvents | join kind=inner linuxDevices on DeviceId | extend CommandLine = tostring(coalesce(InitiatingProcessCommandLine, "")) | extend ProcFile = tostring(coalesce(InitiatingProcessFileName, "")) | extend ProcBasename = extract(@"([^/]+)$", 1, ProcFile) | extend FirstToken = extract(@"^\s*([^\s]+)", 1, CommandLine) | extend LikelyCommand = iff(isnotempty(FirstToken), extract(@"([^/]+)$", 1, FirstToken), ProcBasename) | project TimeGenerated, DeviceName, DeviceId, FullPath, FolderPath, FileName, ActionType, LikelyCommand, CommandLine, InitiatingProcessId, InitiatingProcessAccountName, SourceTable | order by TimeGenerated desc // Provide a summary of most frequent commands seen against the file (optional) | union ( union fileEvents, procEvents | join kind=inner linuxDevices on DeviceId | extend CommandLine = tostring(coalesce(InitiatingProcessCommandLine, "")) | extend ProcFile = tostring(coalesce(InitiatingProcessFileName, "")) | extend ProcBasename = extract(@"([^/]+)$", 1, ProcFile) | extend FirstToken = extract(@"^\s*([^\s]+)", 1, CommandLine) | extend LikelyCommand = iff(isnotempty(FirstToken), extract(@"([^/]+)$", 1, FirstToken), ProcBasename) | summarize Count = count() by LikelyCommand | order by Count desc )
Incorrect
2
41.25s
0.0111
gpt-5-mini-medium
cat /etc/login.defs
// Identify commands used to view password expiration / account files on Linux let viewCmds = dynamic(["cat","less","more","tac","tail","head","awk","sed","grep","strings","cut","nl","od","xxd","tr","python","perl","ruby","bash","sh","zsh"]); // File-based events (explicit file access) let fileEvents = DeviceFileEvents | where isnotempty(FileName) or isnotempty(FolderPath) | extend FullPath = iif(isempty(FolderPath), tostring(FileName), strcat(FolderPath, iff(FolderPath endswith "/", "", "/"), FileName)) | where tolower(FullPath) contains "login.defs" or tolower(FullPath) contains "etc/shadow" or tolower(FullPath) contains "etc/passwd" or tolower(FullPath) contains "opasswd" or tolower(FullPath) contains "shadow-" | where ActionType has_any ("FileOpened","FileRead","FileModified","FileCreated","FileAccessed","Read","Open","Accessed","ReadData") | extend CommandLine = tostring(InitiatingProcessCommandLine), Proc = tostring(InitiatingProcessFileName), PID = InitiatingProcessId | where isnotempty(CommandLine) or isnotempty(Proc) | project TimeGenerated, DeviceName, DeviceId, FullPath, ActionType, Proc, PID, CommandLine; // Process events where command line references the target files let processEvents = DeviceProcessEvents | where isnotempty(ProcessCommandLine) | where tolower(ProcessCommandLine) contains "login.defs" or tolower(ProcessCommandLine) contains "etc/shadow" or tolower(ProcessCommandLine) contains "etc/passwd" or tolower(ProcessCommandLine) contains "opasswd" or tolower(ProcessCommandLine) contains "shadow-" | extend CommandLine = tostring(ProcessCommandLine), Proc = tostring(FileName), PID = ProcessId | project TimeGenerated, DeviceName, DeviceId, FullPath = "(in cmd)", ActionType = "ProcessCmd", Proc, PID, CommandLine; // General device events (processes that initiated an action referencing the files) let deviceEvents = DeviceEvents | where isnotempty(InitiatingProcessCommandLine) | where tolower(InitiatingProcessCommandLine) contains "login.defs" or tolower(InitiatingProcessCommandLine) contains "etc/shadow" or tolower(InitiatingProcessCommandLine) contains "etc/passwd" or tolower(InitiatingProcessCommandLine) contains "opasswd" or tolower(InitiatingProcessCommandLine) contains "shadow-" | extend CommandLine = tostring(InitiatingProcessCommandLine), Proc = tostring(InitiatingProcessFileName), PID = InitiatingProcessId | project TimeGenerated, DeviceName, DeviceId, FullPath = "(in cmd)", ActionType = "DeviceEventCmd", Proc, PID, CommandLine; union fileEvents, processEvents, deviceEvents | extend CmdVerb = extract(@"^\s*([^ \t]+)", 1, CommandLine) | extend CmdVerbLower = tolower(CmdVerb) | extend IsView = CmdVerbLower in~ (viewCmds) | project TimeGenerated, DeviceName, DeviceId, FullPath, ActionType, Proc, PID, CommandLine, CmdVerb, IsView | order by TimeGenerated desc | distinct DeviceName, PID, CommandLine, CmdVerb, FullPath, IsView, ActionType, Proc | take 200
Correct
4
70.29s
0.0173
gpt-5-nano-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0080
gpt-5-nano-medium
No answer provided
No query generated
Incorrect
5
0.00s
0.0075
grok-3-beta
No answer provided
No query generated
Incorrect
5
0.00s
0.0875
grok-3-mini-beta
bash -c "cat /etc/login.defs"
DeviceProcessEvents | where InitiatingProcessCommandLine has '/etc/login.defs' | join kind=inner ( DeviceInfo | where OSPlatform == 'Linux' | project DeviceId, DeviceName ) on DeviceId | project TimeGenerated, DeviceName, InitiatingProcessCommandLine | order by TimeGenerated desc | take 10
Correct
5
52.76s
0.0072
o1-high
cat
DeviceProcessEvents | join kind=inner ( DeviceInfo | where OSPlatform =~ "Linux" | project DeviceId ) on DeviceId | where ProcessCommandLine has_any ("/etc/login.defs", "/etc/shadow") | project TimeGenerated, DeviceName, FolderPath, FileName, ProcessCommandLine, InitiatingProcessCommandLine | order by TimeGenerated desc
Correct
2
67.80s
0.6180
o1-low
cat
DeviceProcessEvents | where Timestamp between (startofday(ago(7d))..now()) | join kind=inner ( DeviceInfo | where OSPlatform == "Linux" ) on DeviceId | where ProcessCommandLine has "/etc/login.defs" | project TimeGenerated, DeviceName, AccountName, ProcessCommandLine | order by TimeGenerated desc
Correct
2
50.03s
0.3705
o3-high
cat
// --- Commands that displayed the contents of the Linux password-expiration settings file let password_file_path = "/etc/login.defs"; // 1. Identify Linux devices in the tenant let linux_devices = DeviceInfo | where OSPlatform =~ "Linux" | project DeviceId, DeviceName; // 2. Look for any process execution whose command-line references the target file DeviceProcessEvents | where DeviceId in (linux_devices) | where ProcessCommandLine has_cs password_file_path // case-sensitive match for exact path // 3. Return the useful details | summarize EarliestExec = min(TimeGenerated), LatestExec = max(TimeGenerated), ExecCount = count() by DeviceName, AccountName, ProcessFileName = FileName, ProcessCommandLine | order by LatestExec desc
Incorrect
2
86.85s
0.0564
o3-mini-high
cat
DeviceProcessEvents | where InitiatingProcessCommandLine matches regex @"(?i).*(cat|more|less|head).*login.defs.*" | project TimeGenerated, DeviceName, InitiatingProcessCommandLine | sort by TimeGenerated desc
Correct
1
16.84s
0.0115
o3-mini-low
cat
DeviceProcessEvents | where ProcessCommandLine contains "/etc/login.defs" // Optionally, further filter if you expect commands like 'cat', 'less', etc. Uncomment the following line if needed: // | where ProcessCommandLine has_any("cat", "less", "more", "head", "tail") | project TimeGenerated, ProcessCommandLine | distinct ProcessCommandLine
Correct
2
34.21s
0.0265
o4-mini-high
No answer provided
No query generated
Incorrect
5
0.00s
0.0415
o4-mini-low
No answer provided
No query generated
Incorrect
5
0.00s
0.0357