Triple
T2803267
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kalamazoo County, Michigan |
E53993
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Kalamazoo-Portage Metropolitan Statistical Area
The Kalamazoo-Portage Metropolitan Statistical Area is a U.S. Census-defined region in southwestern Michigan centered on the cities of Kalamazoo and Portage, serving as a regional hub for education, healthcare, and manufacturing.
|
E330738
|
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: Kalamazoo-Portage Metropolitan Statistical Area | Statement: [Kalamazoo County, Michigan, partOf, Kalamazoo-Portage Metropolitan Statistical Area]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kalamazoo-Portage Metropolitan Statistical Area Context triple: [Kalamazoo County, Michigan, partOf, Kalamazoo-Portage Metropolitan Statistical Area]
-
A.
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.
-
B.
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.
-
C.
Bay City, Michigan Metropolitan Statistical Area
The Bay City, Michigan Metropolitan Statistical Area is a U.S. Census-defined region in Michigan centered on the city of Bay City and its surrounding communities, used for statistical and economic analysis.
-
D.
Detroit–Warren–Ann Arbor combined statistical area
The Detroit–Warren–Ann Arbor combined statistical area is a large multi-county metropolitan region in southeastern Michigan centered on the cities of Detroit, Warren, and Ann Arbor, used by the U.S. Census Bureau for statistical and economic analysis.
-
E.
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.
- 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: Kalamazoo-Portage Metropolitan Statistical Area Triple: [Kalamazoo County, Michigan, partOf, Kalamazoo-Portage Metropolitan Statistical Area]
Generated description
The Kalamazoo-Portage Metropolitan Statistical Area is a U.S. Census-defined region in southwestern Michigan centered on the cities of Kalamazoo and Portage, serving as a regional hub for education, healthcare, and manufacturing.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Kalamazoo-Portage Metropolitan Statistical Area Target entity description: The Kalamazoo-Portage Metropolitan Statistical Area is a U.S. Census-defined region in southwestern Michigan centered on the cities of Kalamazoo and Portage, serving as a regional hub for education, healthcare, and manufacturing.
-
A.
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.
-
B.
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.
-
C.
Bay City, Michigan Metropolitan Statistical Area
The Bay City, Michigan Metropolitan Statistical Area is a U.S. Census-defined region in Michigan centered on the city of Bay City and its surrounding communities, used for statistical and economic analysis.
-
D.
Detroit–Warren–Ann Arbor combined statistical area
The Detroit–Warren–Ann Arbor combined statistical area is a large multi-county metropolitan region in southeastern Michigan centered on the cities of Detroit, Warren, and Ann Arbor, used by the U.S. Census Bureau for statistical and economic analysis.
-
E.
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.
- 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_69ab49dcee188190b5c6eca9ae9e3469 |
completed | March 6, 2026, 9:40 p.m. |
| NER | Named-entity recognition | batch_69abde12b33481908b276760a922db9c |
completed | March 7, 2026, 8:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b2249f50008190921040166f6036b9 |
completed | March 12, 2026, 2:27 a.m. |
| NEDg | Description generation | batch_69b2254ac6d88190b40c7c5b5a0f4eba |
completed | March 12, 2026, 2:30 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b225c6c2d88190adb381023e0c3219 |
completed | March 12, 2026, 2:32 a.m. |
Created at: March 6, 2026, 9:59 p.m.