Triple

T8287403
Position Surface form Disambiguated ID Type / Status
Subject Azure Cloud Shell E193816 entity
Predicate includesTool P1393 FINISHED
Object Azure PowerShell
Azure PowerShell is a set of PowerShell cmdlets designed to manage and automate Microsoft Azure resources and services from the command line.
E724236 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: Azure PowerShell | Statement: [Azure Cloud Shell, includesTool, Azure PowerShell]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Azure PowerShell
Context triple: [Azure Cloud Shell, includesTool, Azure PowerShell]
  • A. Azure Resource Manager
    Azure Resource Manager is the deployment and management service for Microsoft Azure that provides a consistent way to create, update, and manage cloud resources through templates, APIs, and role-based access control.
  • B. Azure CLI
    Azure CLI is a cross-platform command-line tool for managing and automating Microsoft Azure resources and services.
  • C. Azure portal
    Azure portal is Microsoft's unified, web-based management interface for configuring, monitoring, and administering Azure cloud services and resources.
  • D. Azure Cloud Shell
    Azure Cloud Shell is a browser-based, authenticated shell environment in the Azure portal that lets users manage Azure resources using tools like PowerShell and Bash without local installation.
  • E. Azure REST APIs
    Azure REST APIs are HTTP-based interfaces that allow developers to programmatically manage and interact with Microsoft Azure cloud services and resources.
  • 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: Azure PowerShell
Triple: [Azure Cloud Shell, includesTool, Azure PowerShell]
Generated description
Azure PowerShell is a set of PowerShell cmdlets designed to manage and automate Microsoft Azure resources and services from the command line.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Azure PowerShell
Target entity description: Azure PowerShell is a set of PowerShell cmdlets designed to manage and automate Microsoft Azure resources and services from the command line.
  • A. Azure Resource Manager
    Azure Resource Manager is the deployment and management service for Microsoft Azure that provides a consistent way to create, update, and manage cloud resources through templates, APIs, and role-based access control.
  • B. Azure CLI
    Azure CLI is a cross-platform command-line tool for managing and automating Microsoft Azure resources and services.
  • C. Azure portal
    Azure portal is Microsoft's unified, web-based management interface for configuring, monitoring, and administering Azure cloud services and resources.
  • D. Azure Cloud Shell
    Azure Cloud Shell is a browser-based, authenticated shell environment in the Azure portal that lets users manage Azure resources using tools like PowerShell and Bash without local installation.
  • E. Azure REST APIs
    Azure REST APIs are HTTP-based interfaces that allow developers to programmatically manage and interact with Microsoft Azure cloud services and resources.
  • 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_69ca82e32db481908b72f3804fa71152 completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb7ad4b2008190ad1624e1335147c6 completed March 31, 2026, 7:42 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd688441908190b6b0a39dfb9d87ac completed April 1, 2026, 6:48 p.m.
NEDg Description generation batch_69cd6d55196881909cf5ec925792e09f completed April 1, 2026, 7:09 p.m.
NED2 Entity disambiguation (via description) batch_69cd7e2bdae08190adc51e904e85695e completed April 1, 2026, 8:21 p.m.
Created at: March 30, 2026, 5:52 p.m.