Triple

T11428298
Position Surface form Disambiguated ID Type / Status
Subject Milwaukee County Transit System E270810 entity
Predicate serviceArea P82 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 its surrounding suburbs.
 E10031 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: [Milwaukee County Transit System, serviceArea, Milwaukee metropolitan area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Milwaukee metropolitan area
Context triple: [Milwaukee County Transit System, serviceArea, 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: [Milwaukee County Transit System, serviceArea, 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 its surrounding 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 its surrounding 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
    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 chosen
    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_69d6aadeef688190874bcecd88b3dd9b completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d806c000b88190bfaa646b2dc424b7 completed April 9, 2026, 8:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69f12fcc1f2481908423370681dc869e completed April 28, 2026, 10:08 p.m.
NEDg Description generation batch_69f138b5f8988190a7ff95095eafd0b1 completed April 28, 2026, 10:46 p.m.
NED2 Entity disambiguation (via description) batch_69f14e9b30a88190a054961a2f7fc80d completed April 29, 2026, 12:19 a.m.
Created at: April 8, 2026, 9:35 p.m.