Triple
T22234127
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Midhurst |
E549542
|
entity |
| Predicate | hasEmergencyServices |
P464
|
FINISHED |
| Object |
Springwater Fire & Emergency Services
Springwater Fire & Emergency Services is the municipal fire and emergency response department serving the Township of Springwater, Ontario, including the community of Midhurst.
|
E1525842
|
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: Springwater Fire & Emergency Services | Statement: [Midhurst, hasEmergencyServices, Springwater Fire & Emergency Services]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Springwater Fire & Emergency Services Context triple: [Midhurst, hasEmergencyServices, Springwater Fire & Emergency Services]
-
A.
Spring Fire Department
The Spring Fire Department is the primary emergency response agency providing fire suppression, rescue, and related public safety services to the community of Spring, Texas.
-
B.
Red Oak Fire Rescue
Red Oak Fire Rescue is the municipal fire and emergency medical services department serving the community of Red Oak, Texas.
-
C.
Western Springs Fire Department
The Western Springs Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations to the community of Western Springs, Illinois.
-
D.
Gray Fire-Rescue Department
Gray Fire-Rescue Department is the municipal emergency services agency providing fire protection, rescue operations, and emergency medical response for the town of Gray, Maine.
-
E.
Elsmere Fire District
Elsmere Fire District is a local fire protection and emergency response agency serving the community of Delmar in the town of Bethlehem, New York.
- 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: Springwater Fire & Emergency Services Triple: [Midhurst, hasEmergencyServices, Springwater Fire & Emergency Services]
Generated description
Springwater Fire & Emergency Services is the municipal fire and emergency response department serving the Township of Springwater, Ontario, including the community of Midhurst.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Springwater Fire & Emergency Services Target entity description: Springwater Fire & Emergency Services is the municipal fire and emergency response department serving the Township of Springwater, Ontario, including the community of Midhurst.
-
A.
Spring Fire Department
The Spring Fire Department is the primary emergency response agency providing fire suppression, rescue, and related public safety services to the community of Spring, Texas.
-
B.
Red Oak Fire Rescue
Red Oak Fire Rescue is the municipal fire and emergency medical services department serving the community of Red Oak, Texas.
-
C.
Western Springs Fire Department
The Western Springs Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations to the community of Western Springs, Illinois.
-
D.
Gray Fire-Rescue Department
Gray Fire-Rescue Department is the municipal emergency services agency providing fire protection, rescue operations, and emergency medical response for the town of Gray, Maine.
-
E.
Elsmere Fire District
Elsmere Fire District is a local fire protection and emergency response agency serving the community of Delmar in the town of Bethlehem, New York.
- 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_69e11e4102b881909cf47d3768e25c19 |
completed | April 16, 2026, 5:37 p.m. |
| NER | Named-entity recognition | batch_69f12bf61504819093e70bee4c575d1c |
completed | April 28, 2026, 9:51 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0aae79b9bc819087fc52b30ad04781 |
completed | May 18, 2026, 6:15 a.m. |
| NEDg | Description generation | batch_6a0ab00780f8819086ef4d3e5756133d |
completed | May 18, 2026, 6:21 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0ab0befa5481909d00cb845dd67b12 |
completed | May 18, 2026, 6:25 a.m. |
Created at: April 16, 2026, 8:38 p.m.