Triple

T8858579
Position Surface form Disambiguated ID Type / Status
Subject Shippensburg, Pennsylvania E210824 entity
Predicate hasFireDepartment P464 FINISHED
Object Shippensburg Fire Department
The Shippensburg Fire Department is the municipal fire and emergency response agency serving the community of Shippensburg, Pennsylvania.
E763579 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: Shippensburg Fire Department | Statement: [Shippensburg, Pennsylvania, hasFireDepartment, Shippensburg Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Shippensburg Fire Department
Context triple: [Shippensburg, Pennsylvania, hasFireDepartment, Shippensburg Fire Department]
  • A. Wilkes-Barre Fire Department
    The Wilkes-Barre Fire Department is a municipal fire and emergency services agency serving the city of Wilkes-Barre, Pennsylvania, and its surrounding neighborhoods.
  • B. Shippensburg Township, Pennsylvania
    Shippensburg Township, Pennsylvania is a municipal township located in Cumberland County in the south-central region of the state, adjacent to the borough of Shippensburg.
  • C. Swissvale Volunteer Fire Department
    The Swissvale Volunteer Fire Department is a community-based firefighting and emergency response organization serving the borough of Swissvale, Pennsylvania.
  • D. South County Fire
    South County Fire is a regional fire and emergency medical services agency serving Lynnwood and surrounding communities in south Snohomish County, Washington.
  • E. Penn Hills Volunteer Fire Departments
    Penn Hills Volunteer Fire Departments is a network of volunteer-based fire companies that provide firefighting and emergency response services to the Penn Hills community in Pennsylvania.
  • 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: Shippensburg Fire Department
Triple: [Shippensburg, Pennsylvania, hasFireDepartment, Shippensburg Fire Department]
Generated description
The Shippensburg Fire Department is the municipal fire and emergency response agency serving the community of Shippensburg, Pennsylvania.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Shippensburg Fire Department
Target entity description: The Shippensburg Fire Department is the municipal fire and emergency response agency serving the community of Shippensburg, Pennsylvania.
  • A. Wilkes-Barre Fire Department
    The Wilkes-Barre Fire Department is a municipal fire and emergency services agency serving the city of Wilkes-Barre, Pennsylvania, and its surrounding neighborhoods.
  • B. Shippensburg Township, Pennsylvania
    Shippensburg Township, Pennsylvania is a municipal township located in Cumberland County in the south-central region of the state, adjacent to the borough of Shippensburg.
  • C. Swissvale Volunteer Fire Department
    The Swissvale Volunteer Fire Department is a community-based firefighting and emergency response organization serving the borough of Swissvale, Pennsylvania.
  • D. South County Fire
    South County Fire is a regional fire and emergency medical services agency serving Lynnwood and surrounding communities in south Snohomish County, Washington.
  • E. Penn Hills Volunteer Fire Departments
    Penn Hills Volunteer Fire Departments is a network of volunteer-based fire companies that provide firefighting and emergency response services to the Penn Hills community in Pennsylvania.
  • 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_69ca838bbddc8190ab546d737e5d350f completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc60e536648190ba8da1375478c24f completed April 1, 2026, 12:03 a.m.
NED1 Entity disambiguation (via context triple) batch_69cfa0b1b86481909ec0b78de043d8f8 completed April 3, 2026, 11:12 a.m.
NEDg Description generation batch_69cfa2a53044819099aa7bb401cd4ba6 completed April 3, 2026, 11:21 a.m.
NED2 Entity disambiguation (via description) batch_69cfa3a03b7c819085fa31d853c79392 completed April 3, 2026, 11:25 a.m.
Created at: March 30, 2026, 6:50 p.m.