Triple

T2038294
Position Surface form Disambiguated ID Type / Status
Subject North Liberty, Iowa E44682 entity
Predicate hasEmergencyServices P464 FINISHED
Object North Liberty Fire Department
The North Liberty Fire Department is the municipal fire and emergency response agency serving the community of North Liberty, Iowa.
E229900 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: North Liberty Fire Department | Statement: [North Liberty, Iowa, hasEmergencyServices, North Liberty Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: North Liberty Fire Department
Context triple: [North Liberty, Iowa, hasEmergencyServices, North Liberty Fire Department]
  • A. Alabaster Fire Department
    The Alabaster Fire Department is the municipal emergency response agency providing fire protection, rescue services, and related public safety support to the city of Alabaster, Alabama.
  • B. Newton Fire Department
    Newton Fire Department is the municipal fire and emergency response agency serving the city of Newton, Massachusetts, including the Thompsonville neighborhood.
  • C. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Massachusetts.
  • D. Lynnfield Fire Department
    The Lynnfield Fire Department is the municipal emergency services agency responsible for fire protection, rescue operations, and related public safety services in the town of Lynnfield, Massachusetts.
  • E. Peabody Fire Department
    The Peabody Fire Department is the municipal emergency response agency responsible for fire suppression, rescue services, and related public safety operations in the city of Peabody.
  • 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: North Liberty Fire Department
Triple: [North Liberty, Iowa, hasEmergencyServices, North Liberty Fire Department]
Generated description
The North Liberty Fire Department is the municipal fire and emergency response agency serving the community of North Liberty, Iowa.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: North Liberty Fire Department
Target entity description: The North Liberty Fire Department is the municipal fire and emergency response agency serving the community of North Liberty, Iowa.
  • A. Alabaster Fire Department
    The Alabaster Fire Department is the municipal emergency response agency providing fire protection, rescue services, and related public safety support to the city of Alabaster, Alabama.
  • B. Newton Fire Department
    Newton Fire Department is the municipal fire and emergency response agency serving the city of Newton, Massachusetts, including the Thompsonville neighborhood.
  • C. Milton Fire Department
    The Milton Fire Department is the municipal fire and emergency response agency serving the town of Milton, Massachusetts.
  • D. Lynnfield Fire Department
    The Lynnfield Fire Department is the municipal emergency services agency responsible for fire protection, rescue operations, and related public safety services in the town of Lynnfield, Massachusetts.
  • E. Peabody Fire Department
    The Peabody Fire Department is the municipal emergency response agency responsible for fire suppression, rescue services, and related public safety operations in the city of Peabody.
  • 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_69a889159ec481908f9e4472d9f480c7 completed March 4, 2026, 7:33 p.m.
NER Named-entity recognition batch_69abb951870481909dbdd8fc8b0c02fe completed March 7, 2026, 5:36 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae1ff63de081908795a95c998dd9ac completed March 9, 2026, 1:18 a.m.
NEDg Description generation batch_69ae20a6ce14819098007416d6377f2e completed March 9, 2026, 1:21 a.m.
NED2 Entity disambiguation (via description) batch_69ae2130ba448190b91f590a348ebf88 completed March 9, 2026, 1:24 a.m.
Created at: March 4, 2026, 7:39 p.m.