Triple

T2739191
Position Surface form Disambiguated ID Type / Status
Subject Muskegon Heights, Michigan E60707 entity
Predicate partOfMetropolitanArea P294 FINISHED
Object Muskegon metropolitan area
The Muskegon metropolitan area is a regional urban and economic hub in western Michigan centered on the city of Muskegon and its surrounding communities along the eastern shore of Lake Michigan.
E8335 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: Muskegon metropolitan area | Statement: [Muskegon Heights, Michigan, partOfMetropolitanArea, Muskegon metropolitan area]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Muskegon metropolitan area
Context triple: [Muskegon Heights, Michigan, partOfMetropolitanArea, Muskegon metropolitan area]
  • A. Traverse City micropolitan area
    The Traverse City micropolitan area is a U.S. Census-defined region in northwestern Michigan centered on Traverse City, encompassing surrounding communities that share its economic and social ties.
  • B. Muskegon, Michigan
    Muskegon, Michigan is a port city in western Michigan known for its Lake Michigan shoreline, maritime heritage, and recreational beaches.
  • C. Grand Rapids metropolitan area
    The Grand Rapids metropolitan area is a populous urban region in western Michigan centered on the city of Grand Rapids and its surrounding communities, known for its diverse economy, cultural institutions, and outdoor recreation.
  • D. Saginaw–Midland–Bay City CSA
    The Saginaw–Midland–Bay City CSA is a U.S. Census-defined combined statistical area in central Michigan that groups together the interconnected metropolitan and micropolitan regions centered on the cities of Saginaw, Midland, and Bay City.
  • E. Southwest Michigan region
    The Southwest Michigan region is an area of Michigan known for its mid-sized cities, agricultural landscape, and proximity to Lake Michigan, encompassing communities such as Battle Creek, Kalamazoo, and surrounding counties.
  • 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: Muskegon metropolitan area
Triple: [Muskegon Heights, Michigan, partOfMetropolitanArea, Muskegon metropolitan area]
Generated description
The Muskegon metropolitan area is a regional urban and economic hub in western Michigan centered on the city of Muskegon and its surrounding communities along the eastern shore of Lake Michigan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Muskegon metropolitan area
Target entity description: The Muskegon metropolitan area is a regional urban and economic hub in western Michigan centered on the city of Muskegon and its surrounding communities along the eastern shore of Lake Michigan.
  • A. Traverse City micropolitan area
    The Traverse City micropolitan area is a U.S. Census-defined region in northwestern Michigan centered on Traverse City, encompassing surrounding communities that share its economic and social ties.
  • B. Muskegon, Michigan chosen
    Muskegon, Michigan is a port city in western Michigan known for its Lake Michigan shoreline, maritime heritage, and recreational beaches.
  • C. Grand Rapids metropolitan area
    The Grand Rapids metropolitan area is a populous urban region in western Michigan centered on the city of Grand Rapids and its surrounding communities, known for its diverse economy, cultural institutions, and outdoor recreation.
  • D. Saginaw–Midland–Bay City CSA
    The Saginaw–Midland–Bay City CSA is a U.S. Census-defined combined statistical area in central Michigan that groups together the interconnected metropolitan and micropolitan regions centered on the cities of Saginaw, Midland, and Bay City.
  • E. Southwest Michigan region
    The Southwest Michigan region is an area of Michigan known for its mid-sized cities, agricultural landscape, and proximity to Lake Michigan, encompassing communities such as Battle Creek, Kalamazoo, and surrounding counties.
  • 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_69ab4b77febc819095603eb012cd141b completed March 6, 2026, 9:47 p.m.
NER Named-entity recognition batch_69abdb2da94c8190bc9d23262e3dfc07 completed March 7, 2026, 8 a.m.
NED1 Entity disambiguation (via context triple) batch_69b1f852ebbc8190885b819a79719c6d completed March 11, 2026, 11:18 p.m.
NEDg Description generation batch_69b1fc5de17881908a512cd34ffa046f completed March 11, 2026, 11:35 p.m.
NED2 Entity disambiguation (via description) batch_69b1fcbf176c8190a061cc437db9690a completed March 11, 2026, 11:37 p.m.
Created at: March 6, 2026, 9:56 p.m.