Triple

T17854849
Position Surface form Disambiguated ID Type / Status
Subject Marion, Arkansas E445903 entity
Predicate hasFireProtection P15826 FINISHED
Object Marion Fire Department
The Marion Fire Department is the municipal fire and emergency response agency serving the city of Marion, Arkansas.
 E1294425 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: Marion Fire Department | Statement: [Marion, Arkansas, hasFireProtection, Marion Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marion Fire Department
Context triple: [Marion, Arkansas, hasFireProtection, Marion Fire Department]
  • A. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • B. Brandon Fire Department
    The Brandon Fire Department is the municipal fire and emergency response agency serving the community of Brandon, South Dakota.
  • C. Moody Fire Department
    The Moody Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in the city of Moody, Alabama.
  • D. Dennis Fire Department
    The Dennis Fire Department is the municipal fire and emergency services agency serving the town of Dennis, Massachusetts.
  • E. 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.
  • 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: Marion Fire Department
Triple: [Marion, Arkansas, hasFireProtection, Marion Fire Department]
Generated description
The Marion Fire Department is the municipal fire and emergency response agency serving the city of Marion, Arkansas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marion Fire Department
Target entity description: The Marion Fire Department is the municipal fire and emergency response agency serving the city of Marion, Arkansas.
  • A. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • B. Brandon Fire Department
    The Brandon Fire Department is the municipal fire and emergency response agency serving the community of Brandon, South Dakota.
  • C. Moody Fire Department
    The Moody Fire Department is the municipal fire and emergency services agency responsible for protecting lives and property in the city of Moody, Alabama.
  • D. Dennis Fire Department
    The Dennis Fire Department is the municipal fire and emergency services agency serving the town of Dennis, Massachusetts.
  • E. 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.
  • 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_69d8b9f26f18819089c9e43250bee6ae completed April 10, 2026, 8:50 a.m.
NER Named-entity recognition batch_69e4978af9b0819091780281344f5352 completed April 19, 2026, 8:51 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0313ca5bac819089bedd1ee1b0546a completed May 12, 2026, 11:49 a.m.
NEDg Description generation batch_6a0314f1f01c8190b4065637716e845f completed May 12, 2026, 11:54 a.m.
NED2 Entity disambiguation (via description) batch_6a0318a4ca1481909f8ec14b9b8cb422 completed May 12, 2026, 12:10 p.m.
Created at: April 10, 2026, 10:17 a.m.