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.