Triple

T9957892

Position	Surface form	Disambiguated ID	Type / Status
Subject	May 2021 Update (21H1)	`E195488`	entity
Predicate	precedes	`P97`	FINISHED
Object	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.	`E843938`	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 November 2021 Update (21H2) | Statement: [May 2021 Update (21H1), precedes, Windows 10 November 2021 Update (21H2)]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Windows 10 November 2021 Update (21H2)
Context triple: [May 2021 Update (21H1), precedes, Windows 10 November 2021 Update (21H2)]

A. 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.
B. 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.
C. 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.
D. Windows 10 November Update (1511)
Windows 10 November Update (1511) is the first major feature update to Windows 10, introducing performance improvements, new features, and refinements to the original release.
E. Windows 11
Windows 11 is Microsoft’s modern desktop operating system featuring a redesigned interface, enhanced productivity tools, and deep integration with the company’s cloud and security services.
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 November 2021 Update (21H2)
Triple: [May 2021 Update (21H1), precedes, Windows 10 November 2021 Update (21H2)]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Windows 10 November 2021 Update (21H2)
Target entity description: 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.

A. 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.
B. 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.
C. 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.
D. Windows 10 November Update (1511)
Windows 10 November Update (1511) is the first major feature update to Windows 10, introducing performance improvements, new features, and refinements to the original release.
E. Windows 11
Windows 11 is Microsoft’s modern desktop operating system featuring a redesigned interface, enhanced productivity tools, and deep integration with the company’s cloud and security services.
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_69d2e531dfa48190b57fcd2444de1ab7`	completed	April 5, 2026, 10:41 p.m.
NEDg	Description generation	`batch_69d2e6f0aa988190aa9a866afcc2a1a2`	completed	April 5, 2026, 10:49 p.m.
NED2	Entity disambiguation (via description)	`batch_69d2e78384f48190abb7bdd7fcadcd9a`	completed	April 5, 2026, 10:51 p.m.

Created at: March 30, 2026, 8:46 p.m.