Triple

T16146142
Position Surface form Disambiguated ID Type / Status
Subject Daytona Beach municipal code E391785 entity
Predicate enforcedBy P1115 FINISHED
Object Daytona Beach Code Enforcement Division
The Daytona Beach Code Enforcement Division is a municipal agency responsible for ensuring compliance with local ordinances and regulations to maintain public safety, health, and neighborhood standards in Daytona Beach.
E1197273 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: Daytona Beach Code Enforcement Division | Statement: [Daytona Beach municipal code, enforcedBy, Daytona Beach Code Enforcement Division]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Daytona Beach Code Enforcement Division
Context triple: [Daytona Beach municipal code, enforcedBy, Daytona Beach Code Enforcement Division]
  • A. Daytona Beach municipal code
    The Daytona Beach municipal code is the body of local laws and regulations governing city operations, public conduct, land use, and services within Daytona Beach, Florida.
  • B. Daytona Beach Police Department
    The Daytona Beach Police Department is the municipal law enforcement agency responsible for public safety and crime prevention in Daytona Beach, Florida.
  • C. Daytona Beach City Commission
    The Daytona Beach City Commission is the elected municipal legislative body responsible for setting policy, passing local ordinances, and overseeing the governance of Daytona Beach, Florida.
  • D. Daytona Beach Shores
    Daytona Beach Shores is a small coastal city in Volusia County, Florida, known for its beachfront resorts and location along the Atlantic shoreline near Daytona Beach.
  • E. City of Daytona Beach
    The City of Daytona Beach is a coastal Florida city renowned for its wide hard-packed sands, motorsports heritage, and status as a major tourist destination.
  • 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: Daytona Beach Code Enforcement Division
Triple: [Daytona Beach municipal code, enforcedBy, Daytona Beach Code Enforcement Division]
Generated description
The Daytona Beach Code Enforcement Division is a municipal agency responsible for ensuring compliance with local ordinances and regulations to maintain public safety, health, and neighborhood standards in Daytona Beach.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Daytona Beach Code Enforcement Division
Target entity description: The Daytona Beach Code Enforcement Division is a municipal agency responsible for ensuring compliance with local ordinances and regulations to maintain public safety, health, and neighborhood standards in Daytona Beach.
  • A. Daytona Beach municipal code
    The Daytona Beach municipal code is the body of local laws and regulations governing city operations, public conduct, land use, and services within Daytona Beach, Florida.
  • B. Daytona Beach Police Department
    The Daytona Beach Police Department is the municipal law enforcement agency responsible for public safety and crime prevention in Daytona Beach, Florida.
  • C. Daytona Beach City Commission
    The Daytona Beach City Commission is the elected municipal legislative body responsible for setting policy, passing local ordinances, and overseeing the governance of Daytona Beach, Florida.
  • D. Daytona Beach Shores
    Daytona Beach Shores is a small coastal city in Volusia County, Florida, known for its beachfront resorts and location along the Atlantic shoreline near Daytona Beach.
  • E. City of Daytona Beach
    The City of Daytona Beach is a coastal Florida city renowned for its wide hard-packed sands, motorsports heritage, and status as a major tourist destination.
  • 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_69d87f1c65e48190aa2b4c472e9bafc4 completed April 10, 2026, 4:39 a.m.
NER Named-entity recognition batch_69e21d9376fc8190bd9ef586b00c1d3b completed April 17, 2026, 11:46 a.m.
NED1 Entity disambiguation (via context triple) batch_69fff7a59c0481908eb346efaf10a0f6 completed May 10, 2026, 3:12 a.m.
NEDg Description generation batch_69fff8cc75b08190a5824dc35b751f93 completed May 10, 2026, 3:17 a.m.
NED2 Entity disambiguation (via description) batch_69fff98b3d7c8190bb284321d17f58e2 completed May 10, 2026, 3:20 a.m.
Created at: April 10, 2026, 5:01 a.m.