Triple

T7790374
Position Surface form Disambiguated ID Type / Status
Subject Waukesha, Wisconsin E187360 entity
Predicate locatedInMetropolitanArea P294 FINISHED
Object 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 several surrounding counties and suburbs.
 E303925 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: Milwaukee metropolitan area | Statement: [Waukesha, Wisconsin, locatedInMetropolitanArea, Milwaukee metropolitan area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Milwaukee metropolitan area
Context triple: [Waukesha, Wisconsin, locatedInMetropolitanArea, Milwaukee metropolitan area]
  • A. 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.
  • B. Green Bay metropolitan area
    The Green Bay metropolitan area is an urban and economic hub in northeastern Wisconsin centered around the city of Green Bay, known for its manufacturing, shipping, and strong sports culture.
  • 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. Milwaukee
    Milwaukee is the largest city in Wisconsin, known for its brewing traditions, industrial history, and location on the western shore of Lake Michigan.
  • E. 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.
  • 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: Milwaukee metropolitan area
Triple: [Waukesha, Wisconsin, locatedInMetropolitanArea, Milwaukee metropolitan area]
Generated description
The Milwaukee metropolitan area is a major urban and economic region in southeastern Wisconsin centered on the city of Milwaukee and encompassing several surrounding counties and suburbs.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Milwaukee metropolitan area
Target entity description: The Milwaukee metropolitan area is a major urban and economic region in southeastern Wisconsin centered on the city of Milwaukee and encompassing several surrounding counties and suburbs.
  • A. 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.
  • B. Green Bay metropolitan area
    The Green Bay metropolitan area is an urban and economic hub in northeastern Wisconsin centered around the city of Green Bay, known for its manufacturing, shipping, and strong sports culture.
  • C. Milwaukee–Racine–Waukesha combined statistical area chosen
    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. Milwaukee
    Milwaukee is the largest city in Wisconsin, known for its brewing traditions, industrial history, and location on the western shore of Lake Michigan.
  • E. 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.
  • 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_69ca82af2d2c8190963861f5e0b8bf21 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cae7ea13f08190a60c5f1863bce816 completed March 30, 2026, 9:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69cb59f230d48190ad4cb08e9e73f19e completed March 31, 2026, 5:21 a.m.
NEDg Description generation batch_69cb5f1afe0c8190916c7a9b2eab9270 completed March 31, 2026, 5:43 a.m.
NED2 Entity disambiguation (via description) batch_69cb764973f88190964f91ee7e3fdc06 completed March 31, 2026, 7:22 a.m.
Created at: March 30, 2026, 4:25 p.m.