Triple

T12586423
Position Surface form Disambiguated ID Type / Status
Subject Kalamazoo County Parks system E300473 entity
Predicate fundingSource P67 FINISHED
Object Kalamazoo County general fund
The Kalamazoo County general fund is the county’s primary operating budget that finances a wide range of governmental services and departments.
 E1000373 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 County general fund | Statement: [Kalamazoo County Parks system, fundingSource, Kalamazoo County general fund]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Kalamazoo County general fund
Context triple: [Kalamazoo County Parks system, fundingSource, Kalamazoo County general fund]
  • A. Kalamazoo County, Michigan
    Kalamazoo County, Michigan is a county in the southwestern part of the state known for the city of Kalamazoo, its educational institutions, and a mix of urban and agricultural areas.
  • B. Kalamazoo County Board of Commissioners
    The Kalamazoo County Board of Commissioners is the elected legislative body responsible for setting policy, budgets, and overall direction for Kalamazoo County, Michigan.
  • C. Kalamazoo County Circuit Court
    The Kalamazoo County Circuit Court is a Michigan state trial court of general jurisdiction that handles major civil and criminal cases, family law matters, and other significant legal proceedings for Kalamazoo County.
  • D. Kalamazoo County District Court
    The Kalamazoo County District Court is a local trial court in Kalamazoo County, Michigan, that handles misdemeanors, traffic cases, small claims, landlord-tenant disputes, and preliminary hearings for felony cases.
  • E. Kalamazoo County Sheriff’s Office
    The Kalamazoo County Sheriff’s Office is the primary law enforcement agency for Kalamazoo County, Michigan, responsible for public safety services including patrol, investigations, and jail operations.
  • 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 County general fund
Triple: [Kalamazoo County Parks system, fundingSource, Kalamazoo County general fund]
Generated description
The Kalamazoo County general fund is the county’s primary operating budget that finances a wide range of governmental services and departments.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Kalamazoo County general fund
Target entity description: The Kalamazoo County general fund is the county’s primary operating budget that finances a wide range of governmental services and departments.
  • A. Kalamazoo County, Michigan
    Kalamazoo County, Michigan is a county in the southwestern part of the state known for the city of Kalamazoo, its educational institutions, and a mix of urban and agricultural areas.
  • B. Kalamazoo County Board of Commissioners
    The Kalamazoo County Board of Commissioners is the elected legislative body responsible for setting policy, budgets, and overall direction for Kalamazoo County, Michigan.
  • C. Kalamazoo County Circuit Court
    The Kalamazoo County Circuit Court is a Michigan state trial court of general jurisdiction that handles major civil and criminal cases, family law matters, and other significant legal proceedings for Kalamazoo County.
  • D. Kalamazoo County District Court
    The Kalamazoo County District Court is a local trial court in Kalamazoo County, Michigan, that handles misdemeanors, traffic cases, small claims, landlord-tenant disputes, and preliminary hearings for felony cases.
  • E. Kalamazoo County Sheriff’s Office
    The Kalamazoo County Sheriff’s Office is the primary law enforcement agency for Kalamazoo County, Michigan, responsible for public safety services including patrol, investigations, and jail operations.
  • 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_69d7bde87b648190bcd0266e9efde098 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d954bbe72c8190aa11090bb6b480c9 completed April 10, 2026, 7:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69f67c6ddfdc81908df8baa701ed1fbf completed May 2, 2026, 10:36 p.m.
NEDg Description generation batch_69f67de172088190b055ace0fdcfd1fd completed May 2, 2026, 10:42 p.m.
NED2 Entity disambiguation (via description) batch_69f67ececce8819080335e67bd747057 completed May 2, 2026, 10:46 p.m.
Created at: April 9, 2026, 5:05 p.m.