Triple

T9270531
Position Surface form Disambiguated ID Type / Status
Subject Schuylkill Haven, Pennsylvania E222811 entity
Predicate hasEmergencyService P464 FINISHED
Object Schuylkill Haven Area Ambulance Association
Schuylkill Haven Area Ambulance Association is a local emergency medical services provider serving the community of Schuylkill Haven, Pennsylvania and its surrounding area.
 E789054 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: Schuylkill Haven Area Ambulance Association | Statement: [Schuylkill Haven, Pennsylvania, hasEmergencyService, Schuylkill Haven Area Ambulance Association]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Schuylkill Haven Area Ambulance Association
Context triple: [Schuylkill Haven, Pennsylvania, hasEmergencyService, Schuylkill Haven Area Ambulance Association]
  • A. Shippensburg Area EMS
    Shippensburg Area EMS is the primary emergency medical services provider serving the Shippensburg, Pennsylvania region.
  • B. Broomall Fire Company
    Broomall Fire Company is a volunteer fire and emergency services organization serving the community of Marple Township in Delaware County, Pennsylvania.
  • C. 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.
  • D. Allendale Volunteer Ambulance Corps
    Allendale Volunteer Ambulance Corps is a community-based emergency medical services organization staffed by volunteers who provide pre-hospital care and ambulance transport for residents of Allendale, New Jersey.
  • E. Schuylkill Action Network
    Schuylkill Action Network is a collaborative regional partnership focused on protecting and restoring the Schuylkill River watershed through coordinated conservation, education, and water quality improvement efforts.
  • 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: Schuylkill Haven Area Ambulance Association
Triple: [Schuylkill Haven, Pennsylvania, hasEmergencyService, Schuylkill Haven Area Ambulance Association]
Generated description
Schuylkill Haven Area Ambulance Association is a local emergency medical services provider serving the community of Schuylkill Haven, Pennsylvania and its surrounding area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Schuylkill Haven Area Ambulance Association
Target entity description: Schuylkill Haven Area Ambulance Association is a local emergency medical services provider serving the community of Schuylkill Haven, Pennsylvania and its surrounding area.
  • A. Shippensburg Area EMS
    Shippensburg Area EMS is the primary emergency medical services provider serving the Shippensburg, Pennsylvania region.
  • B. Broomall Fire Company
    Broomall Fire Company is a volunteer fire and emergency services organization serving the community of Marple Township in Delaware County, Pennsylvania.
  • C. 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.
  • D. Allendale Volunteer Ambulance Corps
    Allendale Volunteer Ambulance Corps is a community-based emergency medical services organization staffed by volunteers who provide pre-hospital care and ambulance transport for residents of Allendale, New Jersey.
  • E. Schuylkill Action Network
    Schuylkill Action Network is a collaborative regional partnership focused on protecting and restoring the Schuylkill River watershed through coordinated conservation, education, and water quality improvement efforts.
  • 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_69ca841ffe208190aa7bcffbef2f8379 completed March 30, 2026, 2:09 p.m.
NER Named-entity recognition batch_69cd078525308190abfb883123742d3f completed April 1, 2026, 11:54 a.m.
NED1 Entity disambiguation (via context triple) batch_69d09c2ca500819083ef4aa37f3e3a7f completed April 4, 2026, 5:05 a.m.
NEDg Description generation batch_69d09d5047e8819082dbb2e44547b41c completed April 4, 2026, 5:10 a.m.
NED2 Entity disambiguation (via description) batch_69d09dec544c819095e2109d5e1671d3 completed April 4, 2026, 5:13 a.m.
Created at: March 30, 2026, 7:33 p.m.