Triple

T5967961
Position Surface form Disambiguated ID Type / Status
Subject Montcalm County, Michigan E132799 entity
Predicate countySeat P383 FINISHED
Object Stanton, Michigan
Stanton, Michigan is a small city in central Michigan that serves as the administrative and governmental hub of Montcalm County.
E693681 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: Stanton, Michigan | Statement: [Montcalm County, Michigan, countySeat, Stanton, Michigan]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Stanton, Michigan
Context triple: [Montcalm County, Michigan, countySeat, Stanton, Michigan]
  • A. Stanton Township, Michigan
    Stanton Township, Michigan is a small rural township located in Houghton County on Michigan’s Keweenaw Peninsula in the Upper Peninsula region.
  • B. Clarkston, Michigan
    Clarkston, Michigan is a small historic city in Oakland County known for its charming downtown, lakeside setting, and community events.
  • C. Southgate, Michigan
    Southgate, Michigan is a suburban city in the Downriver area of Metro Detroit known for its residential neighborhoods and commercial corridors.
  • D. Gladstone, Michigan
    Gladstone, Michigan is a small city in Michigan’s Upper Peninsula known for its waterfront location on Little Bay de Noc and its outdoor recreation opportunities.
  • E. Westland, Michigan
    Westland, Michigan is a suburban city in Wayne County within the Detroit metropolitan area, known primarily as a residential and retail community.
  • 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: Stanton, Michigan
Triple: [Montcalm County, Michigan, countySeat, Stanton, Michigan]
Generated description
Stanton, Michigan is a small city in central Michigan that serves as the administrative and governmental hub of Montcalm County.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Stanton, Michigan
Target entity description: Stanton, Michigan is a small city in central Michigan that serves as the administrative and governmental hub of Montcalm County.
  • A. Stanton Township, Michigan
    Stanton Township, Michigan is a small rural township located in Houghton County on Michigan’s Keweenaw Peninsula in the Upper Peninsula region.
  • B. Clarkston, Michigan
    Clarkston, Michigan is a small historic city in Oakland County known for its charming downtown, lakeside setting, and community events.
  • C. Southgate, Michigan
    Southgate, Michigan is a suburban city in the Downriver area of Metro Detroit known for its residential neighborhoods and commercial corridors.
  • D. Gladstone, Michigan
    Gladstone, Michigan is a small city in Michigan’s Upper Peninsula known for its waterfront location on Little Bay de Noc and its outdoor recreation opportunities.
  • E. Westland, Michigan
    Westland, Michigan is a suburban city in Wayne County within the Detroit metropolitan area, known primarily as a residential and retail community.
  • 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_69c0086deab081908550159ca23eec9b completed March 22, 2026, 3:19 p.m.
NER Named-entity recognition batch_69c03a3f612481908744cb645f2ede1d completed March 22, 2026, 6:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69cb135210188190b61482e2d5747783 completed March 31, 2026, 12:20 a.m.
NEDg Description generation batch_69cb1636b0d48190a57c2d3a7b3b41ed completed March 31, 2026, 12:32 a.m.
NED2 Entity disambiguation (via description) batch_69cb1a29d2988190bb64aada0d2ef463 completed March 31, 2026, 12:49 a.m.
Created at: March 22, 2026, 4:03 p.m.