Question Analysis
A Linux host was probed by reading its locale configuration file to discover the system language. Identify which tool was invoked to perform that read operation.
5d7057c9-2c8a-4026-91dd-13b5584daa69
Question ID
4/23
Models Correct
1
Valid Answer
17%
Success Rate
Reference Answer
Human-validated correct answer for this question
cat
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 | 0.0493 |
gpt-35-turbo | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0110 |
gpt-4-turbo-2024-04-09 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.2242 |
gpt-4.1 | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0337 |
gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0455 |
gpt-4.1-mini | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0089 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0017 |
gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0538 |
gpt-5-high | cat | let latestLinuxDevices = DeviceInfo
| where OSPlatform =~ "Linux"
| summarize arg_max(TimeGenerated, *) by DeviceId;
let interestingFiles = dynamic([
"/etc/default/locale",
"/etc/locale.conf",
"/etc/locale.gen",
"/etc/sysconfig/i18n",
"/etc/profile.d/lang.sh",
"/etc/rc.conf.d/i18n.conf",
"/etc/environment"
]);
let interestingNames = dynamic(["locale.conf","locale","locale.gen","i18n","i18n.conf","environment","lang.sh"]);
// 1) File read/open telemetry to locale files
let file_reads =
union isfuzzy=true
(
DeviceFileEvents
| where FileName in~ (interestingNames)
| extend FullPath = strcat(FolderPath, iff(FolderPath endswith "/", "", "/"), FileName)
| where FullPath in (interestingFiles)
| where ActionType in~ ("FileRead", "ReadFile", "FileAccessed", "FileOpened", "FileOpen", "OpenFile")
| project TimeGenerated, DeviceId, DeviceName, FullPath, ActionType,
InitiatingProcessFileName, InitiatingProcessCommandLine,
InitiatingProcessParentFileName, InitiatingProcessAccountName
),
(
// Fallback: some tenants expose file access via DeviceEvents
DeviceEvents
| where FileName in~ (interestingNames)
| extend FullPath = strcat(FolderPath, iff(FolderPath endswith "/", "", "/"), FileName)
| where FullPath in (interestingFiles)
| where ActionType in~ ("FileRead", "ReadFile", "FileAccessed", "FileOpened", "FileOpen", "OpenFile")
| project TimeGenerated, DeviceId, DeviceName, FullPath, ActionType,
InitiatingProcessFileName, InitiatingProcessCommandLine,
InitiatingProcessParentFileName, InitiatingProcessAccountName
);
// 2) Process CLI fallback: commands that reference locale files (if file-read telemetry is sparse)
let process_refs =
DeviceProcessEvents
| where ProcessCommandLine has_any (interestingFiles)
or FileName in~ ("cat","grep","less","more","head","tail","awk","sed","strings","python","perl","bash","sh","zsh","curl","localectl","locale")
| extend FullPath = extract(@"(/etc/(?:default/locale|locale\.conf|locale\.gen|sysconfig/i18n|profile\.d/lang\.sh|rc\.conf\.d/i18n\.conf|environment))", 1, ProcessCommandLine)
| where isnotempty(FullPath)
| project TimeGenerated, DeviceId, DeviceName, FullPath,
ActionType = "ProcessRef",
InitiatingProcessFileName = FileName,
InitiatingProcessCommandLine = ProcessCommandLine,
InitiatingProcessParentFileName,
InitiatingProcessAccountName;
union file_reads, process_refs
| join kind=inner latestLinuxDevices on DeviceId
| summarize FirstSeen=min(TimeGenerated), LastSeen=max(TimeGenerated), Reads=count(),
LocaleFiles=make_set(FullPath), SampleCommand=any(InitiatingProcessCommandLine)
by DeviceName, Tool=InitiatingProcessFileName, InitiatingProcessParentFileName, InitiatingProcessAccountName
| order by LastSeen desc, Reads desc | Correct | 2 | 145.48s | 0.0916 |
gpt-5-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0190 |
gpt-5-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0233 |
gpt-5-mini-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0270 |
gpt-5-nano-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0088 |
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 | 0.0898 |
grok-3-mini-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0073 |
o1-high | cat | union DeviceFileEvents, DeviceProcessEvents
| where ActionType in ("FileAccessed", "FileOpened", "FileRead", "ProcessCreated", "ProcessLaunched")
| where (FolderPath has "etc" or ProcessCommandLine has "/etc")
and (FileName contains "locale" or ProcessCommandLine has "locale")
| join kind=inner (
DeviceInfo
| where OSPlatform == "Linux"
| distinct DeviceId, DeviceName
) on DeviceId
| project TimeGenerated, DeviceName, ActionType, FolderPath, FileName,
InitiatingProcessFileName, InitiatingProcessCommandLine,
ProcessCommandLine
| order by TimeGenerated desc | Correct | 3 | 70.81s | 0.5354 |
o1-low | cat | union isfuzzy=true DeviceFileEvents, DeviceProcessEvents
| where FolderPath has "/etc" or FileName has "locale.conf" or ProcessCommandLine has "/etc/locale.conf" or InitiatingProcessCommandLine has "/etc/locale.conf"
| order by TimeGenerated desc
| project TimeGenerated, DeviceName, ActionType, FolderPath, FileName, ProcessCommandLine,
InitiatingProcessFileName, InitiatingProcessCommandLine, InitiatingProcessAccountName | Correct | 2 | 57.59s | 0.4944 |
o3-high | cat | // ----- PARAMETERS -----------------------------------------------------------
let TimeRange = 7d; // Replace or drive externally
let LocaleFiles = dynamic(["/etc/locale.conf", "/etc/default/locale"]);
// ----- 1. Low-level file I/O that touches the locale files -------------------
let FileReadHits = DeviceFileEvents
| where Timestamp >= ago(TimeRange)
| where ActionType in ("FileRead", "FileOpen", "FileAccessRead", "FileAccessed")
// Build canonical full path and check if it matches one of our targets
| extend FullPath = tostring(replace(@"/{2,}", "/", strcat(FolderPath, '/', FileName)))
| where FullPath in (LocaleFiles)
| project TimeGenerated,
DeviceId,
DeviceName,
Tool = tostring(InitiatingProcessFileName),
ToolCommandLine = tostring(InitiatingProcessCommandLine),
ToolSHA256 = tostring(InitiatingProcessSHA256),
UserAccount = tostring(InitiatingProcessAccountName);
// ----- 2. Processes whose command line references the locale files ----------
let CmdlineHits = DeviceProcessEvents
| where Timestamp >= ago(TimeRange)
| where ProcessCommandLine has_any (LocaleFiles)
| project TimeGenerated,
DeviceId,
DeviceName,
Tool = tostring(FileName),
ToolCommandLine = tostring(ProcessCommandLine),
ToolSHA256 = tostring(SHA256),
UserAccount = tostring(AccountName);
// ----- 3. Combine, summarise and present ------------------------------------
(FileReadHits
| union CmdlineHits)
| summarize FirstSeen = min(TimeGenerated),
LastSeen = max(TimeGenerated),
EventCount= count()
by DeviceId, DeviceName, Tool, ToolCommandLine, ToolSHA256, UserAccount
| order by LastSeen desc | Correct | 3 | 124.04s | 0.0663 |
o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0400 |
o3-mini-low | dash | union DeviceFileEvents, DeviceProcessEvents
| where (FolderPath contains "/etc" and (FileName has "locale" or FileName has "locale.conf"))
or (ProcessCommandLine has "/etc/locale")
| extend Tool = iif(isnotempty(InitiatingProcessFileName), InitiatingProcessFileName, FileName),
CommandLine = coalesce(InitiatingProcessCommandLine, ProcessCommandLine)
| distinct Tool, CommandLine
| project Tool, CommandLine | Incorrect | 2 | 32.54s | 0.0183 |
o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0454 |
o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0317 |