Triple

T13142056
Position Surface form Disambiguated ID Type / Status
Subject Spring, Texas E312231 entity
Predicate fireProtection P8978 FINISHED
Object Spring Fire Department
The Spring Fire Department is the primary emergency response agency providing fire suppression, rescue, and related public safety services to the community of Spring, Texas.
 E1024948 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: Spring Fire Department | Statement: [Spring, Texas, fireProtection, Spring Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Spring Fire Department
Context triple: [Spring, Texas, fireProtection, Spring Fire Department]
  • A. Greenfield Fire Department
    The Greenfield Fire Department is the municipal fire and emergency services agency serving the city of Greenfield, Wisconsin.
  • B. Westwood Fire Department
    The Westwood Fire Department is the municipal agency responsible for fire protection, emergency medical services, and related public safety operations in Westwood, Massachusetts.
  • C. Sherman Fire-Rescue
    Sherman Fire-Rescue is the municipal fire and emergency services department responsible for fire protection, rescue operations, and emergency medical response in Sherman, Texas.
  • D. Atlantic Fire Department
    The Atlantic Fire Department is the municipal fire and emergency response agency serving the community of Atlantic, Iowa.
  • E. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • 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: Spring Fire Department
Triple: [Spring, Texas, fireProtection, Spring Fire Department]
Generated description
The Spring Fire Department is the primary emergency response agency providing fire suppression, rescue, and related public safety services to the community of Spring, Texas.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Spring Fire Department
Target entity description: The Spring Fire Department is the primary emergency response agency providing fire suppression, rescue, and related public safety services to the community of Spring, Texas.
  • A. Greenfield Fire Department
    The Greenfield Fire Department is the municipal fire and emergency services agency serving the city of Greenfield, Wisconsin.
  • B. Westwood Fire Department
    The Westwood Fire Department is the municipal agency responsible for fire protection, emergency medical services, and related public safety operations in Westwood, Massachusetts.
  • C. Sherman Fire-Rescue
    Sherman Fire-Rescue is the municipal fire and emergency services department responsible for fire protection, rescue operations, and emergency medical response in Sherman, Texas.
  • D. Atlantic Fire Department
    The Atlantic Fire Department is the municipal fire and emergency response agency serving the community of Atlantic, Iowa.
  • E. Marlboro Fire Department
    The Marlboro Fire Department is the municipal fire and emergency response agency serving Marlboro Township, New Jersey.
  • 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_69d806aabde48190899e13e41659cae5 completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69d981b84f1081908b9e2d54a64d4c2d completed April 10, 2026, 11:03 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6eae4a87881908be57e15f001c904 completed May 3, 2026, 6:27 a.m.
NEDg Description generation batch_69f6f05a3dd48190a8b2c52f64a2edd0 completed May 3, 2026, 6:51 a.m.
NED2 Entity disambiguation (via description) batch_69f6f1a7c8108190a9668d2f0bb634b1 completed May 3, 2026, 6:56 a.m.
Created at: April 9, 2026, 9:10 p.m.