Triple
T2149879
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kalamazoo |
E47154
|
entity |
| Predicate | hasTransportation |
P105
|
FINISHED |
| Object |
Kalamazoo/Battle Creek International Airport
Kalamazoo/Battle Creek International Airport is a regional airport in southwest Michigan that provides commercial air service to the Kalamazoo and Battle Creek metropolitan areas.
|
E240117
|
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/Battle Creek International Airport | Statement: [Kalamazoo, hasTransportation, Kalamazoo/Battle Creek International Airport]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kalamazoo/Battle Creek International Airport Context triple: [Kalamazoo, hasTransportation, Kalamazoo/Battle Creek International Airport]
-
A.
Muskegon County Airport
Muskegon County Airport is a public regional airport serving commercial and general aviation needs for the Muskegon, Michigan area.
-
B.
Willow Run Airport
Willow Run Airport is a historic public airport near Ypsilanti, Michigan, best known for its World War II-era bomber production and ongoing role in cargo and general aviation operations.
-
C.
Gaylord Regional Airport
Gaylord Regional Airport is a public airport serving the city of Gaylord and the surrounding region in northern Michigan.
-
D.
Mackinac Island Airport
Mackinac Island Airport is a small public airport serving Michigan’s Mackinac Island, providing essential air access to the car-free tourist destination.
-
E.
Detroit Metropolitan Wayne County Airport
Detroit Metropolitan Wayne County Airport is a major international airport in the Detroit area and a key Midwestern hub for domestic and global air travel.
- 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/Battle Creek International Airport Triple: [Kalamazoo, hasTransportation, Kalamazoo/Battle Creek International Airport]
Generated description
Kalamazoo/Battle Creek International Airport is a regional airport in southwest Michigan that provides commercial air service to the Kalamazoo and Battle Creek metropolitan areas.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Kalamazoo/Battle Creek International Airport Target entity description: Kalamazoo/Battle Creek International Airport is a regional airport in southwest Michigan that provides commercial air service to the Kalamazoo and Battle Creek metropolitan areas.
-
A.
Muskegon County Airport
Muskegon County Airport is a public regional airport serving commercial and general aviation needs for the Muskegon, Michigan area.
-
B.
Willow Run Airport
Willow Run Airport is a historic public airport near Ypsilanti, Michigan, best known for its World War II-era bomber production and ongoing role in cargo and general aviation operations.
-
C.
Gaylord Regional Airport
Gaylord Regional Airport is a public airport serving the city of Gaylord and the surrounding region in northern Michigan.
-
D.
Mackinac Island Airport
Mackinac Island Airport is a small public airport serving Michigan’s Mackinac Island, providing essential air access to the car-free tourist destination.
-
E.
Detroit Metropolitan Wayne County Airport
Detroit Metropolitan Wayne County Airport is a major international airport in the Detroit area and a key Midwestern hub for domestic and global air travel.
- 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_69a88a1933e0819094f18426ed74180f |
completed | March 4, 2026, 7:38 p.m. |
| NER | Named-entity recognition | batch_69abbe45dbf481909c0da056a1a99ece |
completed | March 7, 2026, 5:57 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae58dc0b608190b5c6aed5b6b034fd |
completed | March 9, 2026, 5:21 a.m. |
| NEDg | Description generation | batch_69ae599c6b288190b7e173ffc505c605 |
completed | March 9, 2026, 5:24 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ae5a42675c8190a019034e8a6bda21 |
completed | March 9, 2026, 5:27 a.m. |
Created at: March 4, 2026, 7:44 p.m.