Triple
T12386051
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Benton Harbor, Michigan |
E295866
|
entity |
| Predicate | partOfStatisticalArea |
P294
|
FINISHED |
| Object | Niles–Benton Harbor Metropolitan Statistical Area |
E985009
|
NE FINISHED |
How this triple was built (2 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: Niles–Benton Harbor Metropolitan Statistical Area | Statement: [Benton Harbor, Michigan, partOfStatisticalArea, Niles–Benton Harbor Metropolitan Statistical Area]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Niles–Benton Harbor Metropolitan Statistical Area Context triple: [Benton Harbor, Michigan, partOfStatisticalArea, Niles–Benton Harbor Metropolitan Statistical Area]
-
A.
Benton Harbor–St. Joseph metropolitan area
chosen
The Benton Harbor–St. Joseph metropolitan area is a small urban region in southwestern Michigan centered on the twin cities of Benton Harbor and St. Joseph along the shore of Lake Michigan.
-
B.
Marquette micropolitan area
The Marquette micropolitan area is a small urban region in Michigan’s Upper Peninsula centered on the city of Marquette and its surrounding communities, serving as a local hub for education, healthcare, and commerce.
-
C.
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.
-
D.
Muskegon metropolitan area
The Muskegon metropolitan area is a regional urban and economic hub in western Michigan centered on the city of Muskegon along the eastern shore of Lake Michigan.
-
E.
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.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d6ad9e653c8190b1473c860ee53dae |
completed | April 8, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69d93fbd489c819098233a111442762e |
completed | April 10, 2026, 6:21 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f64b926c5c81909427eb191ae75ec6 |
completed | May 2, 2026, 7:08 p.m. |
Created at: April 8, 2026, 9:54 p.m.