Triple

T12719060

Position	Surface form	Disambiguated ID	Type / Status
Subject	Milwaukee–Racine–Waukesha combined statistical area	`E303925`	entity
Predicate	includesMetropolitanArea	`P5047`	FINISHED
Object	Waukesha metropolitan area The Waukesha metropolitan area is a suburban region in southeastern Wisconsin centered on the city of Waukesha, functioning largely as part of the greater Milwaukee urban and economic sphere.	`E1055901`	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: Waukesha metropolitan area | Statement: [Milwaukee–Racine–Waukesha combined statistical area, includesMetropolitanArea, Waukesha metropolitan area]

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

Target entity: Waukesha metropolitan area
Context triple: [Milwaukee–Racine–Waukesha combined statistical area, includesMetropolitanArea, Waukesha metropolitan area]

A. Milwaukee metropolitan area
The Milwaukee metropolitan area is a major urban and economic region in southeastern Wisconsin centered on the city of Milwaukee and encompassing numerous surrounding suburbs and communities.
B. Appleton–Oshkosh–Neenah metropolitan area
The Appleton–Oshkosh–Neenah metropolitan area is a regional urban and economic hub in Wisconsin centered on the Fox River cities of Appleton, Oshkosh, and Neenah.
C. Milwaukee–Racine–Waukesha combined statistical area
The Milwaukee–Racine–Waukesha combined statistical area is a U.S. Census–defined multi-county metropolitan region in southeastern Wisconsin centered on the cities of Milwaukee, Racine, and Waukesha.
D. Madison metropolitan area
The Madison metropolitan area is a regional urban and economic hub in south-central Wisconsin centered on the city of Madison, known for its state government, major university, and growing technology and service sectors.
E. Waukesha, Wisconsin
Waukesha, Wisconsin is a suburban city west of Milwaukee known for its historic downtown, former mineral springs resorts, and location along the Fox River.
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: Waukesha metropolitan area
Triple: [Milwaukee–Racine–Waukesha combined statistical area, includesMetropolitanArea, Waukesha metropolitan area]

Generated description

The Waukesha metropolitan area is a suburban region in southeastern Wisconsin centered on the city of Waukesha, functioning largely as part of the greater Milwaukee urban and economic sphere.

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

Target entity: Waukesha metropolitan area
Target entity description: The Waukesha metropolitan area is a suburban region in southeastern Wisconsin centered on the city of Waukesha, functioning largely as part of the greater Milwaukee urban and economic sphere.

A. Milwaukee metropolitan area
The Milwaukee metropolitan area is a major urban and economic region in southeastern Wisconsin centered on the city of Milwaukee and encompassing numerous surrounding suburbs and communities.
B. Appleton–Oshkosh–Neenah metropolitan area
The Appleton–Oshkosh–Neenah metropolitan area is a regional urban and economic hub in Wisconsin centered on the Fox River cities of Appleton, Oshkosh, and Neenah.
C. Milwaukee–Racine–Waukesha combined statistical area
The Milwaukee–Racine–Waukesha combined statistical area is a U.S. Census–defined multi-county metropolitan region in southeastern Wisconsin centered on the cities of Milwaukee, Racine, and Waukesha.
D. Madison metropolitan area
The Madison metropolitan area is a regional urban and economic hub in south-central Wisconsin centered on the city of Madison, known for its state government, major university, and growing technology and service sectors.
E. Waukesha, Wisconsin
Waukesha, Wisconsin is a suburban city west of Milwaukee known for its historic downtown, former mineral springs resorts, and location along the Fox River.
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_69d7bdf084148190ab9d513dc0735af4`	completed	April 9, 2026, 2:55 p.m.
NER	Named-entity recognition	`batch_69d96411d87481909127e81755f23964`	completed	April 10, 2026, 8:56 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69f7941b62bc819082ddb1f48497ff3a`	completed	May 3, 2026, 6:29 p.m.
NEDg	Description generation	`batch_69f798aab9c48190acaa78864e89411f`	completed	May 3, 2026, 6:49 p.m.
NED2	Entity disambiguation (via description)	`batch_69f79943e4f4819098fa82cb6a32e08a`	completed	May 3, 2026, 6:51 p.m.

Created at: April 9, 2026, 5:24 p.m.