Triple
T12732329
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Sterling Heights Fire Department |
E304271
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
City of Sterling Heights municipal government
The City of Sterling Heights municipal government is the local governing body responsible for providing public services, administration, and policy leadership for the city of Sterling Heights, Michigan.
|
E1001679
|
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: City of Sterling Heights municipal government | Statement: [Sterling Heights Fire Department, partOf, City of Sterling Heights municipal government]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: City of Sterling Heights municipal government Context triple: [Sterling Heights Fire Department, partOf, City of Sterling Heights municipal government]
-
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, Michigan
Sterling Heights, Michigan is a large suburban city in Macomb County, part of the Detroit metropolitan area, known for its residential communities and diverse population.
-
C.
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.
-
D.
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.
-
E.
Madison Heights City Council
Madison Heights City Council is the elected legislative body responsible for setting policy, passing ordinances, and overseeing municipal governance in the city of Madison Heights, Michigan.
- 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: City of Sterling Heights municipal government Triple: [Sterling Heights Fire Department, partOf, City of Sterling Heights municipal government]
Generated description
The City of Sterling Heights municipal government is the local governing body responsible for providing public services, administration, and policy leadership for the city of Sterling Heights, Michigan.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: City of Sterling Heights municipal government Target entity description: The City of Sterling Heights municipal government is the local governing body responsible for providing public services, administration, and policy leadership for the city of Sterling 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, Michigan
Sterling Heights, Michigan is a large suburban city in Macomb County, part of the Detroit metropolitan area, known for its residential communities and diverse population.
-
C.
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.
-
D.
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.
-
E.
Madison Heights City Council
Madison Heights City Council is the elected legislative body responsible for setting policy, passing ordinances, and overseeing municipal governance in the city of Madison Heights, Michigan.
- 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_69d7bdf1426c8190a4402e1c4cdec33a |
completed | April 9, 2026, 2:55 p.m. |
| NER | Named-entity recognition | batch_69d9646902408190b29268d864833b80 |
completed | April 10, 2026, 8:58 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f684e7dec08190b522a8f3bfde6fe2 |
completed | May 2, 2026, 11:12 p.m. |
| NEDg | Description generation | batch_69f685dac5cc8190b4bc2d81186c9266 |
completed | May 2, 2026, 11:16 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6869156048190b548ecd04561deb8 |
completed | May 2, 2026, 11:19 p.m. |
Created at: April 9, 2026, 5:25 p.m.