Triple

T8564221
Position Surface form Disambiguated ID Type / Status
Subject Madison Heights, Michigan E202763 entity
Predicate hasLocalGovernment P2820 FINISHED
Object Office of the City Manager of Madison Heights
The Office of the City Manager of Madison Heights is the municipal executive department responsible for overseeing day-to-day city operations, implementing policies set by the city council, and managing public services for Madison Heights, Michigan.
E743600 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: Office of the City Manager of Madison Heights | Statement: [Madison Heights, Michigan, hasLocalGovernment, Office of the City Manager of Madison Heights]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Office of the City Manager of Madison Heights
Context triple: [Madison Heights, Michigan, hasLocalGovernment, Office of the City Manager of Madison Heights]
  • A. Sterling Heights Police Department
    The Sterling Heights Police Department is the municipal law enforcement agency responsible for public safety and policing services in the city of Sterling Heights, Michigan.
  • B. Sterling Heights Fire Department
    The Sterling Heights Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in Sterling Heights, Michigan.
  • C. Government of Detroit
    The Government of Detroit is the municipal authority responsible for administering public services, local laws, and policy decisions for the city of Detroit, Michigan.
  • D. Detroit Department of Public Works
    The Detroit Department of Public Works is the city agency responsible for managing Detroit’s infrastructure services, including streets, sanitation, and related public works operations.
  • E. Madison Heights, Michigan
    Madison Heights, Michigan is a suburban city in Oakland County within the Detroit metropolitan area, known for its residential neighborhoods, commercial corridors, and proximity to major regional highways.
  • 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: Office of the City Manager of Madison Heights
Triple: [Madison Heights, Michigan, hasLocalGovernment, Office of the City Manager of Madison Heights]
Generated description
The Office of the City Manager of Madison Heights is the municipal executive department responsible for overseeing day-to-day city operations, implementing policies set by the city council, and managing public services for Madison Heights, Michigan.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Office of the City Manager of Madison Heights
Target entity description: The Office of the City Manager of Madison Heights is the municipal executive department responsible for overseeing day-to-day city operations, implementing policies set by the city council, and managing public services for Madison Heights, Michigan.
  • A. Sterling Heights Police Department
    The Sterling Heights Police Department is the municipal law enforcement agency responsible for public safety and policing services in the city of Sterling Heights, Michigan.
  • B. Sterling Heights Fire Department
    The Sterling Heights Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in Sterling Heights, Michigan.
  • C. Government of Detroit
    The Government of Detroit is the municipal authority responsible for administering public services, local laws, and policy decisions for the city of Detroit, Michigan.
  • D. Detroit Department of Public Works
    The Detroit Department of Public Works is the city agency responsible for managing Detroit’s infrastructure services, including streets, sanitation, and related public works operations.
  • E. Madison Heights, Michigan
    Madison Heights, Michigan is a suburban city in Oakland County within the Detroit metropolitan area, known for its residential neighborhoods, commercial corridors, and proximity to major regional highways.
  • 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_69ca8326e6c881908ff720d6abaebdc5 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe9d11274819099cc33a21a993a1f completed March 31, 2026, 3:35 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce895f91bc819099b1b2df59374403 completed April 2, 2026, 3:21 p.m.
NEDg Description generation batch_69ce8cc19b8c81909c89e771fdb7b043 completed April 2, 2026, 3:35 p.m.
NED2 Entity disambiguation (via description) batch_69ce8d595d80819093a1b849bcb3c7c7 completed April 2, 2026, 3:38 p.m.
Created at: March 30, 2026, 6:20 p.m.