Triple

T11654841
Position Surface form Disambiguated ID Type / Status
Subject Azure Dev Tools for Teaching E276989 entity
Predicate integratedWith P2830 FINISHED
Object Microsoft education ecosystem
The Microsoft education ecosystem is a comprehensive suite of cloud services, productivity tools, and learning platforms designed to support teaching, learning, and school management across devices and institutions.
E206597 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: Microsoft education ecosystem | Statement: [Azure Dev Tools for Teaching, integratedWith, Microsoft education ecosystem]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Microsoft education ecosystem
Context triple: [Azure Dev Tools for Teaching, integratedWith, Microsoft education ecosystem]
  • A. Microsoft 365 Education
    Microsoft 365 Education is a cloud-based suite of productivity, collaboration, and classroom management tools from Microsoft designed specifically for schools, educators, and students.
  • B. Microsoft Viva Learning
    Microsoft Viva Learning is a learning experience platform within Microsoft 365 that centralizes training content from various sources to support employee skill development and continuous learning.
  • C. Microsoft Learn
    Microsoft Learn is an online training and documentation platform by Microsoft that provides interactive learning paths, modules, and reference content for its technologies and services.
  • D. Microsoft Cloud
    Microsoft Cloud is Microsoft's comprehensive suite of cloud computing services, including infrastructure, platform, and software solutions delivered via Azure, Microsoft 365, Dynamics 365, and related technologies.
  • E. Microsoft 365
    Microsoft 365 is a subscription-based suite of productivity and collaboration tools that combines Office applications with cloud services, security features, and device management.
  • 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: Microsoft education ecosystem
Triple: [Azure Dev Tools for Teaching, integratedWith, Microsoft education ecosystem]
Generated description
The Microsoft education ecosystem is a comprehensive suite of cloud services, productivity tools, and learning platforms designed to support teaching, learning, and school management across devices and institutions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Microsoft education ecosystem
Target entity description: The Microsoft education ecosystem is a comprehensive suite of cloud services, productivity tools, and learning platforms designed to support teaching, learning, and school management across devices and institutions.
  • A. Microsoft 365 Education chosen
    Microsoft 365 Education is a cloud-based suite of productivity, collaboration, and classroom management tools from Microsoft designed specifically for schools, educators, and students.
  • B. Microsoft Viva Learning
    Microsoft Viva Learning is a learning experience platform within Microsoft 365 that centralizes training content from various sources to support employee skill development and continuous learning.
  • C. Microsoft Learn
    Microsoft Learn is an online training and documentation platform by Microsoft that provides interactive learning paths, modules, and reference content for its technologies and services.
  • D. Microsoft Cloud
    Microsoft Cloud is Microsoft's comprehensive suite of cloud computing services, including infrastructure, platform, and software solutions delivered via Azure, Microsoft 365, Dynamics 365, and related technologies.
  • E. Microsoft 365
    Microsoft 365 is a subscription-based suite of productivity and collaboration tools that combines Office applications with cloud services, security features, and device management.
  • F. None of above.

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_69d8a3cee010819089cffdbefe5a6efb completed April 10, 2026, 7:16 a.m.
NED1 Entity disambiguation (via context triple) batch_69ee88166900819095063f045be44bed completed April 26, 2026, 9:48 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.