Question Analysis
A Linux host’s Syslog contains records of an elevated shell executing a command that granted group execute rights and enabled the SetGID bit on a file. Investigate the logs and report the name of the file whose group ID bit was modified.
db55f666-7cba-46c6-9fe6-205a05c3242c
Question ID
3/23
Models Correct
1
Valid Answer
13%
Success Rate
Reference Answer
Human-validated correct answer for this question
evilBinary
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 | 0.0455 |
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 | 0.2319 |
gpt-4.1 | /tmp/evilBinary | DeviceProcessEvents
| where ProcessCommandLine has "chmod"
// Match symbolic: must include both g+s and g+x (in any order), possibly together as g+xs/g+sx, or octal setgid (2xxx)
and (
(ProcessCommandLine has "g+s" and ProcessCommandLine has "g+x")
or ProcessCommandLine matches regex @"g\+([xs]{2,})"
or ProcessCommandLine matches regex @"chmod\s+2[0-7]{2,3}\s"
)
| extend parted = split(ProcessCommandLine, " ")
| extend FileTarget = parted[-1]
| project TimeGenerated, DeviceName, AccountName, ProcessCommandLine, FileTarget
| order by TimeGenerated desc | Correct | 3 | 16.87s | 0.0299 |
gpt-4.1-finetuned | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0324 |
gpt-4.1-mini | bash | DeviceProcessEvents
| where ProcessCommandLine contains "chmod"
| where ProcessCommandLine matches regex @"g\+x" or ProcessCommandLine contains "s" or ProcessCommandLine matches regex @"[0-7]*2[0-7]*"
| where isnotempty(FileName)
| distinct FileName | Incorrect | 4 | 47.21s | 0.0062 |
gpt-4.1-nano | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0013 |
gpt-4o | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0526 |
gpt-5-high | evilBinary | let SyslogMatches = (
DeviceEvents
| extend Syslog = tostring(coalesce(AdditionalFields.Message, AdditionalFields.SyslogMessage, AdditionalFields.LogText, AdditionalFields.RawEvent, AdditionalFields.raw_message, AdditionalFields.raw, AdditionalFields.EventMessage, AdditionalFields.message, AdditionalFields.msg, AdditionalFields.MESSAGE))
| where isnotempty(Syslog)
// Must be chmod and either symbolic (g+x & g+s) or numeric with setgid + group execute
| where Syslog matches regex @"(?i)\bchmod\b"
and (
Syslog matches regex @"(?i)\bchmod\b[^\n;]*\b(g\+x[^\n;]*g\+s|g\+s[^\n;]*g\+x|g\+xs|g\+sx)\b"
or Syslog matches regex @"(?i)\bchmod\b[^\n;]*\b0?[2367][0-7][1357][0-7]\b"
)
// Extract everything after the mode (symbolic or numeric)
| extend TargetsSym = extract(@"(?i)\bchmod\s+(?:--?[^\s]+\s+)*(?:[-+=,ugoXstwrx]+)\s+(.+)", 1, Syslog),
TargetsNum = extract(@"(?i)\bchmod\s+(?:--?[^\s]+\s+)*0?[0-7]{3,4}\s+(.+)", 1, Syslog)
| extend TargetsStr = coalesce(TargetsSym, TargetsNum)
| where isnotempty(TargetsStr)
// Split potential multiple targets and clean tokens
| extend Tokens = split(trim(' ', TargetsStr), ' ')
| mv-expand Token = Tokens
| extend Token = trim(" '"";,)&(|", tostring(Token))
| where isnotempty(Token)
// Drop options, pure modes, and key=value artifacts
| where not(Token matches regex @"^--?.+")
and not(Token matches regex @"^(0?[0-7]{3,4}|[-+=,ugoXstwrx]+)$")
and Token !contains "="
| extend TargetPath = Token,
ModifiedFileName = tostring(split(Token, "/")[-1])
| where isnotempty(ModifiedFileName)
| project TimeGenerated, DeviceId, DeviceName, TargetPath, ModifiedFileName, Source = "Syslog"
);
let ProcMatches = (
DeviceProcessEvents
| where FileName =~ "chmod" or ProcessCommandLine has "chmod "
| where ProcessCommandLine matches regex @"(?i)\bchmod\b"
and (
ProcessCommandLine matches regex @"(?i)\bchmod\b[^\n;]*\b(g\+x[^\n;]*g\+s|g\+s[^\n;]*g\+x|g\+xs|g\+sx)\b"
or ProcessCommandLine matches regex @"(?i)\bchmod\b[^\n;]*\b0?[2367][0-7][1357][0-7]\b"
)
| extend TargetsSym = extract(@"(?i)\bchmod\s+(?:--?[^\s]+\s+)*(?:[-+=,ugoXstwrx]+)\s+(.+)", 1, ProcessCommandLine),
TargetsNum = extract(@"(?i)\bchmod\s+(?:--?[^\s]+\s+)*0?[0-7]{3,4}\s+(.+)", 1, ProcessCommandLine)
| extend TargetsStr = coalesce(TargetsSym, TargetsNum)
| where isnotempty(TargetsStr)
| extend Tokens = split(trim(' ', TargetsStr), ' ')
| mv-expand Token = Tokens
| extend Token = trim(" '"";,)&(|", tostring(Token))
| where isnotempty(Token)
| where not(Token matches regex @"^--?.+")
and not(Token matches regex @"^(0?[0-7]{3,4}|[-+=,ugoXstwrx]+)$")
and Token !contains "="
| extend TargetPath = Token,
ModifiedFileName = tostring(split(Token, "/")[-1])
| where isnotempty(ModifiedFileName)
| project TimeGenerated, DeviceId, DeviceName, TargetPath, ModifiedFileName, Source = "Process"
);
union SyslogMatches, ProcMatches
| summarize arg_max(TimeGenerated, *) by DeviceId, ModifiedFileName
| project TimeGenerated, DeviceName, ModifiedFileName, TargetPath, Source
| order by TimeGenerated desc | Correct | 4 | 473.75s | 0.2896 |
gpt-5-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0235 |
gpt-5-mini-low | /tmp/evilBinary | // Find files where a chmod changed group exec and setgid bits on Linux via syslog entries
// Search DeviceEvents and DeviceProcessEvents where command contains chmod or uses numeric mode with leading 2 (setgid)
let keywords = dynamic(["chmod","g+s","g+x","2755","2750","2757","2775","2777","2751","2752","2770","2754","2756","2620","2600","2700","275" ]);
let ev = (
DeviceEvents
| where TimeGenerated between (startofday(ago(7d)) .. now())
| where SourceSystem == "Linux" or DeviceName contains_cs("linux") or ActionType contains_cs("Syslog") or AdditionalFields has "syslog"
| where (ProcessCommandLine has_any (keywords) or tostring(AdditionalFields) has_any (keywords) or FileName has_any (keywords))
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, FileName, FolderPath, ActionType, AdditionalFields, _raw = tostring(AdditionalFields)
);
let proc = (
DeviceProcessEvents
| where TimeGenerated between (startofday(ago(7d)) .. now())
| where ProcessCommandLine has_any (keywords) or InitiatingProcessFileName has_any (keywords) or tostring(AdditionalFields) has_any (keywords)
| project TimeGenerated, DeviceName, InitiatingProcessAccountName, ProcessCommandLine, InitiatingProcessFileName, FileName, FolderPath, ActionType, AdditionalFields, _raw = tostring(AdditionalFields)
);
union ev, proc
| extend Command = coalesce(ProcessCommandLine, _raw)
| extend TargetFile =
// attempt to extract file path from command using regex for chmod and chgrp
extract(@"(?:chmod|chgrp)\s+[0-7]{3,4}\s+([^\s]+)|(?:chmod|chgrp)\s+[^\s]+\s+([^\s]+)|\b([^\s]+/[^\s]+)\b", 1, Command)
| extend TargetFile = iff(isempty(TargetFile), extract(@"(?:chmod|chgrp)\s+[0-7]{3,4}\s+([^\s]+)|(?:chmod|chgrp)\s+[^\s]+\s+([^\s]+)|\b([^\s]+/[^\s]+)\b", 2, Command), TargetFile)
| extend TargetFile = iff(isempty(TargetFile), extract(@"(?:chmod|chgrp)\s+[0-7]{3,4}\s+([^\s]+)|(?:chmod|chgrp)\s+[^\s]+\s+([^\s]+)|\b([^\s]+/[^\s]+)\b", 3, Command), TargetFile)
| where Command has_any ("chmod","g+s","g+x") or Command matches regex @"\b[2-7][0-7]{2}\b"
| where isnotempty(TargetFile) or isnotempty(FileName) or isnotempty(FolderPath)
| extend ObservedFile = coalesce(TargetFile, FileName, FolderPath)
| summarize count() , any(InitiatingProcessAccountName), any(Command), make_set(AdditionalFields) by ObservedFile, DeviceName
| where ObservedFile != ""
| project DeviceName, ObservedFile, Count = count_, Account = any_InitiatingProcessAccountName, ExampleCommand = any_Command
| order by Count desc
// Note: adjust time range in function call. This query attempts to extract path from syslog/process command lines containing chmod/chgrp or numeric modes that set setgid (leading 2xxx). | Correct | 1 | 14.07s | 0.0039 |
gpt-5-mini-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0163 |
gpt-5-nano-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0102 |
gpt-5-nano-medium | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0082 |
grok-3-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0937 |
grok-3-mini-beta | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0074 |
o1-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.9992 |
o1-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.7775 |
o3-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.1066 |
o3-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0475 |
o3-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0529 |
o4-mini-high | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0492 |
o4-mini-low | No answer provided | No query generated | Incorrect | 5 | 0.00s | 0.0453 |