Triple

T11653893
Position Surface form Disambiguated ID Type / Status
Subject Azure portal E276971 entity
Predicate supportsService P203 FINISHED
Object Azure Cost Management + Billing
Azure Cost Management + Billing is a set of Azure tools and services that help organizations monitor, analyze, and optimize their cloud spending and manage billing across subscriptions and accounts.
E937578 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 Cost Management + Billing | Statement: [Azure portal, supportsService, Azure Cost Management + Billing]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Azure Cost Management + Billing
Context triple: [Azure portal, supportsService, Azure Cost Management + Billing]
  • A. Azure Monitor
    Azure Monitor is a cloud-based observability service that collects, analyzes, and acts on telemetry data from applications and infrastructure running in Azure and other environments.
  • B. 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.
  • C. Azure Security Center
    Azure Security Center is a cloud security management and threat protection service that helps monitor, harden, and defend workloads running in Microsoft Azure and hybrid environments.
  • D. 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.
  • E. Azure Hybrid Benefit
    Azure Hybrid Benefit is a Microsoft licensing program that lets customers use existing on-premises Windows Server and SQL Server licenses with Software Assurance to reduce costs when running workloads in Azure.
  • 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 Cost Management + Billing
Triple: [Azure portal, supportsService, Azure Cost Management + Billing]
Generated description
Azure Cost Management + Billing is a set of Azure tools and services that help organizations monitor, analyze, and optimize their cloud spending and manage billing across subscriptions and accounts.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Azure Cost Management + Billing
Target entity description: Azure Cost Management + Billing is a set of Azure tools and services that help organizations monitor, analyze, and optimize their cloud spending and manage billing across subscriptions and accounts.
  • A. Azure Monitor
    Azure Monitor is a cloud-based observability service that collects, analyzes, and acts on telemetry data from applications and infrastructure running in Azure and other environments.
  • B. 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.
  • C. Azure Security Center
    Azure Security Center is a cloud security management and threat protection service that helps monitor, harden, and defend workloads running in Microsoft Azure and hybrid environments.
  • D. 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.
  • E. Azure Hybrid Benefit
    Azure Hybrid Benefit is a Microsoft licensing program that lets customers use existing on-premises Windows Server and SQL Server licenses with Software Assurance to reduce costs when running workloads in Azure.
  • 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_69d6aafbb3c081908a9cdb4ecb8d981d completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d8a2d01f9c8190849f252f22519550 completed April 10, 2026, 7:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69ee880eccc4819096e2b3305cdb3239 completed April 26, 2026, 9:47 p.m.
NEDg Description generation batch_69eeb315ebc48190a0f6ff0dc8afd462 completed April 27, 2026, 12:51 a.m.
NED2 Entity disambiguation (via description) batch_69eecd954b348190bf2f3ad66acbf1b7 completed April 27, 2026, 2:44 a.m.
Created at: April 8, 2026, 9:39 p.m.