Triple
T20735999
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Malakoff, Texas |
E509706
|
entity |
| Predicate | publicSafety |
P8728
|
FINISHED |
| Object | Malakoff Fire Department |
—
|
NE NERFINISHED |
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: Malakoff Fire Department | Statement: [Malakoff, Texas, publicSafety, Malakoff Fire Department]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Malakoff Fire Department Context triple: [Malakoff, Texas, publicSafety, Malakoff Fire Department]
-
A.
Marlboro Fire Department
The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
-
B.
Bryant Fire Department
The Bryant Fire Department is the municipal fire and emergency response agency serving the city of Bryant, Arkansas.
-
C.
Melissa Fire Department
Melissa Fire Department is the municipal fire and emergency response agency serving the city of Melissa, Texas.
-
D.
Joshua Fire Department
Joshua Fire Department is the municipal fire and emergency services agency serving the community of Joshua, Texas.
-
E.
Porter Fire Department
Porter Fire Department is the local emergency response agency providing fire protection and related services to the community of Porter, Texas.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Malakoff Fire Department Target entity description: The Malakoff Fire Department is a local fire and emergency response agency serving the community of Malakoff, Texas.
-
A.
Marlboro Fire Department
The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
-
B.
Bryant Fire Department
The Bryant Fire Department is the municipal fire and emergency response agency serving the city of Bryant, Arkansas.
-
C.
Melissa Fire Department
Melissa Fire Department is the municipal fire and emergency response agency serving the city of Melissa, Texas.
-
D.
Joshua Fire Department
Joshua Fire Department is the municipal fire and emergency services agency serving the community of Joshua, Texas.
-
E.
Porter Fire Department
Porter Fire Department is the local emergency response agency providing fire protection and related services to the community of Porter, Texas.
- F. None of above. chosen
Provenance (2 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_69e0b4c589c08190834fb5d86d0efa2b |
completed | April 16, 2026, 10:07 a.m. |
| NER | Named-entity recognition | batch_69e6c20a02d48190bba22d1bdbeb370d |
completed | April 21, 2026, 12:17 a.m. |
Created at: April 16, 2026, 12:31 p.m.