Triple
T8249133
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PowerShell Empire |
E192912
|
entity |
| Predicate | usesTechnology |
P1485
|
FINISHED |
| Object |
PowerShell Remoting
PowerShell Remoting is a Windows PowerShell feature that enables executing commands and managing systems on remote computers over network connections.
|
E721451
|
NE FINISHED |
How this triple was built (4 steps)
Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.
NER
Named-entity recognition
gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: PowerShell Remoting | Statement: [PowerShell Empire, usesTechnology, PowerShell Remoting]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: PowerShell Remoting Context triple: [PowerShell Empire, usesTechnology, PowerShell Remoting]
-
A.
PowerShell
PowerShell is a task automation and configuration management framework from Microsoft, featuring a powerful command-line shell and scripting language built on .NET.
-
B.
Just Enough Administration (JEA)
Just Enough Administration (JEA) is a PowerShell-based security framework that enables role-based, least-privilege remote administration by granting users only the specific commands and access they need.
-
C.
Desired State Configuration (DSC)
Desired State Configuration (DSC) is a PowerShell-based configuration management platform for automating the deployment and enforcement of system settings across Windows and other environments.
-
D.
Remote Desktop Connection
Remote Desktop Connection is a built-in Windows client application that lets users remotely access and control another computer over a network using the Remote Desktop Protocol.
-
E.
PowerShell Empire
PowerShell Empire is a post-exploitation and adversary emulation framework that leverages PowerShell for stealthy command-and-control and offensive security operations.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg
Description generation
gpt-5.1
Instruction
Generate a one-sentence description of the target entity. You are given a context triple in the form (subject, predicate, object), where the object is the target entity. # Instructions Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. Avoid repeating the information from the triple, unless really essential. # Response Format Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: PowerShell Remoting Triple: [PowerShell Empire, usesTechnology, PowerShell Remoting]
Generated description
PowerShell Remoting is a Windows PowerShell feature that enables executing commands and managing systems on remote computers over network connections.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: PowerShell Remoting Target entity description: PowerShell Remoting is a Windows PowerShell feature that enables executing commands and managing systems on remote computers over network connections.
-
A.
PowerShell
PowerShell is a task automation and configuration management framework from Microsoft, featuring a powerful command-line shell and scripting language built on .NET.
-
B.
Just Enough Administration (JEA)
Just Enough Administration (JEA) is a PowerShell-based security framework that enables role-based, least-privilege remote administration by granting users only the specific commands and access they need.
-
C.
Desired State Configuration (DSC)
Desired State Configuration (DSC) is a PowerShell-based configuration management platform for automating the deployment and enforcement of system settings across Windows and other environments.
-
D.
Remote Desktop Connection
Remote Desktop Connection is a built-in Windows client application that lets users remotely access and control another computer over a network using the Remote Desktop Protocol.
-
E.
PowerShell Empire
PowerShell Empire is a post-exploitation and adversary emulation framework that leverages PowerShell for stealthy command-and-control and offensive security operations.
- F. None of above. chosen
Provenance (5 batches)
The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.
| Step | Stage | Batch ID | Status | When |
|---|---|---|---|---|
| creating | Elicitation | batch_69ca82de7b8c81908d8106f8a53cff9b |
completed | March 30, 2026, 2:04 p.m. |
| NER | Named-entity recognition | batch_69cb78c6b3c48190a3ecebf449766124 |
completed | March 31, 2026, 7:33 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cd353888208190941d1c0b7b911cdd |
completed | April 1, 2026, 3:09 p.m. |
| NEDg | Description generation | batch_69cd37a71af481909e82aa29ae558c4a |
completed | April 1, 2026, 3:20 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cd4ef034ec8190a4229b21e6088c79 |
completed | April 1, 2026, 4:59 p.m. |
Created at: March 30, 2026, 5:48 p.m.