Triple
T13012296
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marlboro Township, New Jersey |
E322447
|
entity |
| Predicate | hasEmergencyService |
P464
|
FINISHED |
| Object |
Marlboro Fire Department
The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
|
E1015480
|
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: Marlboro Fire Department | Statement: [Marlboro Township, New Jersey, hasEmergencyService, Marlboro Fire Department]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Marlboro Fire Department Context triple: [Marlboro Township, New Jersey, hasEmergencyService, Marlboro Fire Department]
-
A.
Dennis Fire Department
The Dennis Fire Department is the municipal fire and emergency services agency serving the town of Dennis, Massachusetts.
-
B.
Apex Fire Department
The Apex Fire Department is the municipal fire and emergency services agency responsible for fire protection, rescue, and related public safety services in the town of Apex, North Carolina.
-
C.
Melissa Fire Department
Melissa Fire Department is the municipal fire and emergency response agency serving the city of Melissa, Texas.
-
D.
Bourne Fire Department
The Bourne Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in the Town of Bourne, Massachusetts.
-
E.
Westwood Fire Department
The Westwood Fire Department is the municipal agency responsible for fire protection, emergency medical services, and related public safety operations in Westwood, Massachusetts.
- 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: Marlboro Fire Department Triple: [Marlboro Township, New Jersey, hasEmergencyService, Marlboro Fire Department]
Generated description
The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Marlboro Fire Department Target entity description: The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
-
A.
Dennis Fire Department
The Dennis Fire Department is the municipal fire and emergency services agency serving the town of Dennis, Massachusetts.
-
B.
Apex Fire Department
The Apex Fire Department is the municipal fire and emergency services agency responsible for fire protection, rescue, and related public safety services in the town of Apex, North Carolina.
-
C.
Melissa Fire Department
Melissa Fire Department is the municipal fire and emergency response agency serving the city of Melissa, Texas.
-
D.
Bourne Fire Department
The Bourne Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in the Town of Bourne, Massachusetts.
-
E.
Westwood Fire Department
The Westwood Fire Department is the municipal agency responsible for fire protection, emergency medical services, and related public safety operations in Westwood, Massachusetts.
- 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_69d807657e8c8190bd9435ee2f823845 |
completed | April 9, 2026, 8:09 p.m. |
| NER | Named-entity recognition | batch_69d97ecbb8f4819094d55eb07cb5ad97 |
completed | April 10, 2026, 10:50 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f6c10d5b9881909db688c1ab0e6a77 |
completed | May 3, 2026, 3:29 a.m. |
| NEDg | Description generation | batch_69f6c277e6248190870b3bf9869716a7 |
completed | May 3, 2026, 3:35 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69f6c38bc0b08190b76cb0853d99ad82 |
completed | May 3, 2026, 3:39 a.m. |
Created at: April 9, 2026, 8:49 p.m.