Triple

T2555456
Position Surface form Disambiguated ID Type / Status
Subject Microsoft account E56720 entity
Predicate usedOnService P2367 FINISHED
Object Azure Dev Tools for Teaching
Azure Dev Tools for Teaching is a Microsoft program that provides students and educators with free or discounted access to professional developer tools, software, and learning resources for academic use.
E276989 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 Dev Tools for Teaching | Statement: [Microsoft account, usedOnService, Azure Dev Tools for Teaching]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Azure Dev Tools for Teaching
Context triple: [Microsoft account, usedOnService, Azure Dev Tools for Teaching]
  • A. Azure DevOps
    Azure DevOps is Microsoft's cloud-based suite of development tools and services for planning, building, testing, and delivering software collaboratively.
  • B. 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.
  • C. Azure Machine Learning
    Azure Machine Learning is a cloud-based service from Microsoft for building, training, deploying, and managing machine learning models at scale on Azure.
  • D. 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.
  • E. Minecraft: Education Edition
    Minecraft: Education Edition is a classroom-focused version of the popular sandbox game Minecraft, designed to support collaborative, curriculum-aligned learning activities across subjects like coding, STEM, and history.
  • 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 Dev Tools for Teaching
Triple: [Microsoft account, usedOnService, Azure Dev Tools for Teaching]
Generated description
Azure Dev Tools for Teaching is a Microsoft program that provides students and educators with free or discounted access to professional developer tools, software, and learning resources for academic use.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Azure Dev Tools for Teaching
Target entity description: Azure Dev Tools for Teaching is a Microsoft program that provides students and educators with free or discounted access to professional developer tools, software, and learning resources for academic use.
  • A. Azure DevOps
    Azure DevOps is Microsoft's cloud-based suite of development tools and services for planning, building, testing, and delivering software collaboratively.
  • B. 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.
  • C. Azure Machine Learning
    Azure Machine Learning is a cloud-based service from Microsoft for building, training, deploying, and managing machine learning models at scale on Azure.
  • D. 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.
  • E. Minecraft: Education Edition
    Minecraft: Education Edition is a classroom-focused version of the popular sandbox game Minecraft, designed to support collaborative, curriculum-aligned learning activities across subjects like coding, STEM, and history.
  • 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_69ab4a4bfec081908039988ec4c86e28 completed March 6, 2026, 9:42 p.m.
NER Named-entity recognition batch_69abd30eec988190810346bb8b6cb489 completed March 7, 2026, 7:26 a.m.
NED1 Entity disambiguation (via context triple) batch_69af5d1ad6b4819097f1d18a12aa2b89 completed March 9, 2026, 11:51 p.m.
NEDg Description generation batch_69af5dea244c81909bd6bcdba0edf958 completed March 9, 2026, 11:55 p.m.
NED2 Entity disambiguation (via description) batch_69af5e66a39c81909a49c272cd595c84 completed March 9, 2026, 11:57 p.m.
Created at: March 6, 2026, 9:48 p.m.