Triple
T2239701
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Milton Fire Department |
E49364
|
entity |
| Predicate | isMunicipalAgencyOf |
P20720
|
FINISHED |
| Object | Town of Milton |
E200003
|
NE FINISHED |
How this triple was built (3 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: Town of Milton | Statement: [Milton Fire Department, isMunicipalAgencyOf, Town of Milton]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Town of Milton Context triple: [Milton Fire Department, isMunicipalAgencyOf, Town of Milton]
-
A.
Town of Milton
chosen
The Town of Milton is a rapidly growing suburban community in southern Ontario, Canada, located within the Greater Toronto Area and known for its mix of residential neighborhoods, industrial areas, and access to major transportation routes.
-
B.
East Milton
East Milton is a residential neighborhood and commercial district within the town of Milton, Massachusetts, located just south of Boston.
-
C.
Town of Shirley
The Town of Shirley is a small New England community in north-central Massachusetts known for its rural character, historic village center, and commuter rail access to the Boston metropolitan area.
-
D.
Town of Bedford
The Town of Bedford is a Massachusetts municipality in Middlesex County known for its historic character and role as a terminus of the Minuteman Bikeway.
-
E.
Town of Belmont
The Town of Belmont is a suburban community in Middlesex County, Massachusetts, known for its residential character, strong public schools, and proximity to Boston.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: isMunicipalAgencyOf Context triple: [Milton Fire Department, isMunicipalAgencyOf, Town of Milton]
-
A.
isMunicipalHomeOf
Indicates that a municipality serves as the official home base or hosting location for a particular entity or organization.
-
B.
hasMunicipalGovernment
Indicates that an entity is administered or governed by a municipal-level governmental authority.
-
C.
municipalRepresentation
chosen
Indicates that one entity serves as the official municipal-level representative or governing body for another entity within a specific locality or jurisdiction.
-
D.
isInCountySeatOf
Indicates that one entity is located within the town or city that serves as the administrative center (county seat) of a specified county.
-
E.
municipalKey
Indicates a unique identifier that links an entity to a specific municipality within an administrative or geographic system.
- F. None of above.
Provenance (4 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_69a88aa84bdc819086df50e9c20b301e |
completed | March 4, 2026, 7:40 p.m. |
| NER | Named-entity recognition | batch_69abc0bb3fac81908b1e8518951dd160 |
completed | March 7, 2026, 6:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ae71bfb47881908c93333a9e808420 |
completed | March 9, 2026, 7:07 a.m. |
| PD | Predicate disambiguation | batch_69abbdafc07881909101266a33ae7031 |
completed | March 7, 2026, 5:54 a.m. |
Created at: March 4, 2026, 7:47 p.m.