Triple

T20045012
Position Surface form Disambiguated ID Type / Status
Subject Hernando, Mississippi E497534 entity
Predicate isServedBy P1293 FINISHED
Object Hernando Fire Department
The Hernando Fire Department is the municipal fire and emergency response agency responsible for protecting lives and property in Hernando, Mississippi.
 E1409919 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: Hernando Fire Department | Statement: [Hernando, Mississippi, isServedBy, Hernando Fire Department]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hernando Fire Department
Context triple: [Hernando, Mississippi, isServedBy, Hernando Fire Department]
  • A. Miami-Dade Fire Rescue Department
    The Miami-Dade Fire Rescue Department is a major metropolitan fire and emergency services agency serving Miami-Dade County, Florida, providing fire suppression, emergency medical services, and specialized rescue operations.
  • B. Osceola County Fire Rescue
    Osceola County Fire Rescue is the county-level fire and emergency medical services agency serving communities throughout Osceola County, Florida.
  • C. Rockledge Fire Department
    Rockledge Fire Department is the municipal fire and emergency services agency responsible for protecting the city of Rockledge, Florida.
  • D. Jacksonville Fire Department
    The Jacksonville Fire Department is the municipal fire and emergency response agency serving the city of Jacksonville, Alabama.
  • E. Suwannee County Fire Rescue
    Suwannee County Fire Rescue is the county-level emergency services agency providing fire protection and emergency medical response for Suwannee County, Florida.
  • 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: Hernando Fire Department
Triple: [Hernando, Mississippi, isServedBy, Hernando Fire Department]
Generated description
The Hernando Fire Department is the municipal fire and emergency response agency responsible for protecting lives and property in Hernando, Mississippi.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hernando Fire Department
Target entity description: The Hernando Fire Department is the municipal fire and emergency response agency responsible for protecting lives and property in Hernando, Mississippi.
  • A. Miami-Dade Fire Rescue Department
    The Miami-Dade Fire Rescue Department is a major metropolitan fire and emergency services agency serving Miami-Dade County, Florida, providing fire suppression, emergency medical services, and specialized rescue operations.
  • B. Osceola County Fire Rescue
    Osceola County Fire Rescue is the county-level fire and emergency medical services agency serving communities throughout Osceola County, Florida.
  • C. Rockledge Fire Department
    Rockledge Fire Department is the municipal fire and emergency services agency responsible for protecting the city of Rockledge, Florida.
  • D. Jacksonville Fire Department
    The Jacksonville Fire Department is the municipal fire and emergency response agency serving the city of Jacksonville, Alabama.
  • E. Suwannee County Fire Rescue
    Suwannee County Fire Rescue is the county-level emergency services agency providing fire protection and emergency medical response for Suwannee County, Florida.
  • 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_69da627278c88190babe4297a9df1236 completed April 11, 2026, 3:02 p.m.
NER Named-entity recognition batch_69e662eea09481908d1001165e9d719c completed April 20, 2026, 5:31 p.m.
NED1 Entity disambiguation (via context triple) batch_6a081f3007688190a6cfe629a5a2dd55 completed May 16, 2026, 7:39 a.m.
NEDg Description generation batch_6a0820d8d2c48190b8c75fc59e43462a completed May 16, 2026, 7:46 a.m.
NED2 Entity disambiguation (via description) batch_6a08212942e88190a385e094a27b3ede completed May 16, 2026, 7:47 a.m.
Created at: April 11, 2026, 3:37 p.m.