Triple

T14454293
Position Surface form Disambiguated ID Type / Status
Subject Marlow, Oklahoma E358412 entity
Predicate hasFireService P8978 FINISHED
Object Marlow Fire Department
The Marlow Fire Department is the municipal firefighting and emergency response agency serving the community of Marlow, Oklahoma.
 E1101488 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: Marlow Fire Department | Statement: [Marlow, Oklahoma, hasFireService, Marlow Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Marlow Fire Department
Context triple: [Marlow, Oklahoma, hasFireService, Marlow Fire Department]
  • A. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • B. 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.
  • C. Melissa Fire Department
    Melissa Fire Department is the municipal fire and emergency response agency serving the city of Melissa, Texas.
  • D. Avon Fire Department
    The Avon Fire Department is the municipal emergency services agency responsible for fire suppression, rescue operations, and related public safety services in the town of Avon, Massachusetts.
  • E. Midfield Fire Department
    Midfield Fire Department is the municipal fire and emergency response agency serving the community of Midfield, Alabama.
  • 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: Marlow Fire Department
Triple: [Marlow, Oklahoma, hasFireService, Marlow Fire Department]
Generated description
The Marlow Fire Department is the municipal firefighting and emergency response agency serving the community of Marlow, Oklahoma.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Marlow Fire Department
Target entity description: The Marlow Fire Department is the municipal firefighting and emergency response agency serving the community of Marlow, Oklahoma.
  • A. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • B. 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.
  • C. Melissa Fire Department
    Melissa Fire Department is the municipal fire and emergency response agency serving the city of Melissa, Texas.
  • D. Avon Fire Department
    The Avon Fire Department is the municipal emergency services agency responsible for fire suppression, rescue operations, and related public safety services in the town of Avon, Massachusetts.
  • E. Midfield Fire Department
    Midfield Fire Department is the municipal fire and emergency response agency serving the community of Midfield, Alabama.
  • 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_69d82794dfa081909b9134ad2e32244b completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de91a8bf088190abf5fd4f646b8c62 completed April 14, 2026, 7:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd648f56608190b6d55c592c088575 completed May 8, 2026, 4:20 a.m.
NEDg Description generation batch_69fd68f6f94881908d878d042f425d2d completed May 8, 2026, 4:39 a.m.
NED2 Entity disambiguation (via description) batch_69fd698aa8e48190b87a2758d7067b61 completed May 8, 2026, 4:41 a.m.
Created at: April 10, 2026, 1:19 a.m.