Triple

T23291851
Position Surface form Disambiguated ID Type / Status
Subject Hamlet, North Carolina E590052 entity
Predicate hasEmergencyService P464 FINISHED
Object Hamlet Fire Department
The Hamlet Fire Department is the municipal fire and emergency response agency serving the city of Hamlet in Richmond County, North Carolina.
 E1579859 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: Hamlet Fire Department | Statement: [Hamlet, North Carolina, hasEmergencyService, Hamlet Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hamlet Fire Department
Context triple: [Hamlet, North Carolina, hasEmergencyService, Hamlet Fire Department]
  • A. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • B. Malakoff Fire Department
    The Malakoff Fire Department is a local fire and emergency response agency serving the community of Malakoff, Texas.
  • C. Marlow Fire Department
    The Marlow Fire Department is the municipal firefighting and emergency response agency serving the community of Marlow, Oklahoma.
  • D. Avon Fire Department
    The Avon Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations for the city of Avon, Ohio.
  • E. 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.
  • 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: Hamlet Fire Department
Triple: [Hamlet, North Carolina, hasEmergencyService, Hamlet Fire Department]
Generated description
The Hamlet Fire Department is the municipal fire and emergency response agency serving the city of Hamlet in Richmond County, North Carolina.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hamlet Fire Department
Target entity description: The Hamlet Fire Department is the municipal fire and emergency response agency serving the city of Hamlet in Richmond County, North Carolina.
  • A. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • B. Malakoff Fire Department
    The Malakoff Fire Department is a local fire and emergency response agency serving the community of Malakoff, Texas.
  • C. Marlow Fire Department
    The Marlow Fire Department is the municipal firefighting and emergency response agency serving the community of Marlow, Oklahoma.
  • 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. Avon Fire Department
    The Avon Fire Department is the municipal agency responsible for providing fire protection, emergency medical services, and rescue operations for the city of Avon, Ohio.
  • 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_69e25d1af9d88190a0b9b5e8fa608618 completed April 17, 2026, 4:17 p.m.
NER Named-entity recognition batch_69f196cc20c08190a6a678befe1061dd completed April 29, 2026, 5:27 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c4c8dece081908cc32084ca7b8069 completed May 19, 2026, 11:42 a.m.
NEDg Description generation batch_6a0c4e3a7374819099635f56d0d513c3 completed May 19, 2026, 11:49 a.m.
NED2 Entity disambiguation (via description) batch_6a0c4ecaaf208190a845013b342e3a88 completed May 19, 2026, 11:51 a.m.
Created at: April 17, 2026, 5:02 p.m.