Triple

T12386041
Position Surface form Disambiguated ID Type / Status
Subject Benton Harbor, Michigan E295866 entity
Predicate governingBody P46 FINISHED
Object Benton Harbor City Commission
The Benton Harbor City Commission is the elected municipal legislative body responsible for setting policy and overseeing local governance in Benton Harbor, Michigan.
E979410 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: Benton Harbor City Commission | Statement: [Benton Harbor, Michigan, governingBody, Benton Harbor City Commission]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Benton Harbor City Commission
Context triple: [Benton Harbor, Michigan, governingBody, Benton Harbor City Commission]
  • A. Benton Harbor, Michigan
    Benton Harbor, Michigan is a small industrial and lakeside city in Berrien County known for its location on Lake Michigan and its role in the broader Benton Harbor–St. Joseph metropolitan area.
  • B. Kalamazoo City Commission
    The Kalamazoo City Commission is the elected municipal legislative body responsible for setting policy, passing ordinances, and overseeing the governance of the city of Kalamazoo, Michigan.
  • C. Traverse City Commission
    The Traverse City Commission is the elected municipal governing body responsible for setting policy, passing local ordinances, and overseeing city administration in Traverse City, Michigan.
  • D. Marquette City Commission
    The Marquette City Commission is the elected municipal governing body responsible for setting policy, passing local ordinances, and overseeing the administration of the city of Marquette, Michigan.
  • E. City of Port Huron
    The City of Port Huron is a Michigan municipality located at the southern end of Lake Huron, known as a historic Great Lakes port and regional cultural center.
  • 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: Benton Harbor City Commission
Triple: [Benton Harbor, Michigan, governingBody, Benton Harbor City Commission]
Generated description
The Benton Harbor City Commission is the elected municipal legislative body responsible for setting policy and overseeing local governance in Benton Harbor, Michigan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Benton Harbor City Commission
Target entity description: The Benton Harbor City Commission is the elected municipal legislative body responsible for setting policy and overseeing local governance in Benton Harbor, Michigan.
  • A. Benton Harbor, Michigan
    Benton Harbor, Michigan is a small industrial and lakeside city in Berrien County known for its location on Lake Michigan and its role in the broader Benton Harbor–St. Joseph metropolitan area.
  • B. Kalamazoo City Commission
    The Kalamazoo City Commission is the elected municipal legislative body responsible for setting policy, passing ordinances, and overseeing the governance of the city of Kalamazoo, Michigan.
  • C. Traverse City Commission
    The Traverse City Commission is the elected municipal governing body responsible for setting policy, passing local ordinances, and overseeing city administration in Traverse City, Michigan.
  • D. Marquette City Commission
    The Marquette City Commission is the elected municipal governing body responsible for setting policy, passing local ordinances, and overseeing the administration of the city of Marquette, Michigan.
  • E. City of Port Huron
    The City of Port Huron is a Michigan municipality located at the southern end of Lake Huron, known as a historic Great Lakes port and regional cultural center.
  • 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_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_69f62ac939bc819081629b9eef20c4e7 completed May 2, 2026, 4:48 p.m.
NEDg Description generation batch_69f62c7b28588190839c35c19856d16f completed May 2, 2026, 4:55 p.m.
NED2 Entity disambiguation (via description) batch_69f62e403a308190a2bba3fefc420932 completed May 2, 2026, 5:02 p.m.
Created at: April 8, 2026, 9:54 p.m.