Triple

T9957924
Position Surface form Disambiguated ID Type / Status
Subject November 2021 Update (21H2) E195489 entity
Predicate successor P78 FINISHED
Object Windows 10 version 22H2
Windows 10 version 22H2 is the final feature update release of Windows 10, focused on stability, security, and long-term support rather than major new features.
E848243 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: Windows 10 version 22H2 | Statement: [November 2021 Update (21H2), successor, Windows 10 version 22H2]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Windows 10 version 22H2
Context triple: [November 2021 Update (21H2), successor, Windows 10 version 22H2]
  • A. Windows 10 November 2021 Update (21H2)
    Windows 10 November 2021 Update (21H2) is a feature update to Microsoft's Windows 10 operating system that delivered incremental security, management, and productivity improvements while maintaining long-term support for existing Windows 10 users.
  • B. Windows 10 October 2020 Update
    Windows 10 October 2020 Update is a feature update to Microsoft's Windows 10 operating system that introduced incremental improvements to performance, security, and the user interface, including enhancements to the Start menu and Edge browser.
  • C. Windows 10 May 2021 Update
    Windows 10 May 2021 Update is a feature update for Microsoft's Windows 10 operating system, known as version 21H1, that delivers incremental performance, security, and quality improvements.
  • D. Windows 10 November 2019 Update
    Windows 10 November 2019 Update is a feature update to Microsoft's Windows 10 operating system that focused on performance improvements, quality enhancements, and minor new features rather than major UI changes.
  • E. Windows 10 Fall Creators Update
    Windows 10 Fall Creators Update is a major 2017 feature update to Microsoft's Windows 10 operating system that introduced enhancements like the Fluent Design System, OneDrive Files On-Demand, and improved mixed reality and security features.
  • 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: Windows 10 version 22H2
Triple: [November 2021 Update (21H2), successor, Windows 10 version 22H2]
Generated description
Windows 10 version 22H2 is the final feature update release of Windows 10, focused on stability, security, and long-term support rather than major new features.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Windows 10 version 22H2
Target entity description: Windows 10 version 22H2 is the final feature update release of Windows 10, focused on stability, security, and long-term support rather than major new features.
  • A. Windows 10 November 2021 Update (21H2)
    Windows 10 November 2021 Update (21H2) is a feature update to Microsoft's Windows 10 operating system that delivered incremental security, management, and productivity improvements while maintaining long-term support for existing Windows 10 users.
  • B. Windows 10 October 2020 Update
    Windows 10 October 2020 Update is a feature update to Microsoft's Windows 10 operating system that introduced incremental improvements to performance, security, and the user interface, including enhancements to the Start menu and Edge browser.
  • C. Windows 10 May 2021 Update
    Windows 10 May 2021 Update is a feature update for Microsoft's Windows 10 operating system, known as version 21H1, that delivers incremental performance, security, and quality improvements.
  • D. Windows 10 November 2019 Update
    Windows 10 November 2019 Update is a feature update to Microsoft's Windows 10 operating system that focused on performance improvements, quality enhancements, and minor new features rather than major UI changes.
  • E. Windows 10 Fall Creators Update
    Windows 10 Fall Creators Update is a major 2017 feature update to Microsoft's Windows 10 operating system that introduced enhancements like the Fluent Design System, OneDrive Files On-Demand, and improved mixed reality and security features.
  • 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_69ca82eaaa008190a54fa1a9f954b9ad completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cdb6cceb608190ad4424afaddcabfa completed April 2, 2026, 12:22 a.m.
NED1 Entity disambiguation (via context triple) batch_69d354c521dc819084b09c9a57c1a26c completed April 6, 2026, 6:37 a.m.
NEDg Description generation batch_69d35538f658819093dd8874ceeba32f completed April 6, 2026, 6:39 a.m.
NED2 Entity disambiguation (via description) batch_69d35633ba0c8190a5cda862394225fd completed April 6, 2026, 6:44 a.m.
Created at: March 30, 2026, 8:46 p.m.