Triple

T13037913
Position Surface form Disambiguated ID Type / Status
Subject Lauderhill, Florida E326610 entity
Predicate isServedByPublicTransit P20704 FINISHED
Object Broward County Transit
Broward County Transit is the public bus transportation system serving Broward County, Florida, including cities such as Lauderhill.
E1018681 NE FINISHED

How this triple was built (5 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: Broward County Transit | Statement: [Lauderhill, Florida, isServedByPublicTransit, Broward County Transit]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Broward County Transit
Context triple: [Lauderhill, Florida, isServedByPublicTransit, Broward County Transit]
  • A. Pinellas Suncoast Transit Authority
    Pinellas Suncoast Transit Authority is the public transportation agency serving Pinellas County, Florida, operating bus and related transit services across the region.
  • B. Miami-Dade Transit
    Miami-Dade Transit is the public transportation authority serving Miami-Dade County, Florida, operating buses, Metrorail, Metromover, and related transit services.
  • C. South Florida Regional Transportation Authority
    The South Florida Regional Transportation Authority is a public agency that oversees and operates regional commuter rail and transit services in the South Florida metropolitan area.
  • D. Central Florida Regional Transportation Authority bus system
    The Central Florida Regional Transportation Authority bus system, branded as LYNX, is the primary public bus network serving the Greater Orlando area and surrounding Central Florida communities.
  • E. Jacksonville Transportation Authority
    The Jacksonville Transportation Authority is the public agency that plans, operates, and maintains bus, rapid transit, and other transportation services in the Jacksonville, Florida metropolitan area.
  • 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: Broward County Transit
Triple: [Lauderhill, Florida, isServedByPublicTransit, Broward County Transit]
Generated description
Broward County Transit is the public bus transportation system serving Broward County, Florida, including cities such as Lauderhill.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Broward County Transit
Target entity description: Broward County Transit is the public bus transportation system serving Broward County, Florida, including cities such as Lauderhill.
  • A. Pinellas Suncoast Transit Authority
    Pinellas Suncoast Transit Authority is the public transportation agency serving Pinellas County, Florida, operating bus and related transit services across the region.
  • B. Miami-Dade Transit
    Miami-Dade Transit is the public transportation authority serving Miami-Dade County, Florida, operating buses, Metrorail, Metromover, and related transit services.
  • C. South Florida Regional Transportation Authority
    The South Florida Regional Transportation Authority is a public agency that oversees and operates regional commuter rail and transit services in the South Florida metropolitan area.
  • D. Central Florida Regional Transportation Authority bus system
    The Central Florida Regional Transportation Authority bus system, branded as LYNX, is the primary public bus network serving the Greater Orlando area and surrounding Central Florida communities.
  • E. Jacksonville Transportation Authority
    The Jacksonville Transportation Authority is the public agency that plans, operates, and maintains bus, rapid transit, and other transportation services in the Jacksonville, Florida metropolitan area.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: isServedByPublicTransit
Context triple: [Lauderhill, Florida, isServedByPublicTransit, Broward County Transit]
  • A. hasPublicTransitProvider chosen
    Indicates that a place or region is served by a specific public transit operating organization or agency.
  • B. hasPublicTransitRoute
    Indicates that there exists a public transportation route (such as a bus, train, or tram line) connecting or serving the related entities.
  • C. hasPublicTransitFunction
    Indicates that something serves a role or provides a service related to public transportation operations or infrastructure.
  • D. hasPublicTransitRole
    Indicates that an entity holds a specific functional role or responsibility within a public transit system.
  • E. hasPublicTransitMode
    Indicates that a location, route, or service is associated with or supports a specific mode of public transportation (e.g., bus, train, tram).
  • F. None of above.

Provenance (6 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_69d8076cc45c81908123123f43e69266 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d98a9829b48190b23624b6b3df4600 completed April 10, 2026, 11:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6cbd12eec81908ad5dae638c2210e completed May 3, 2026, 4:15 a.m.
NEDg Description generation batch_69f6cdc285788190a05a51295306f087 completed May 3, 2026, 4:23 a.m.
NED2 Entity disambiguation (via description) batch_69f6ceafcca88190bcd65be3c4440987 completed May 3, 2026, 4:27 a.m.
PD Predicate disambiguation batch_69d9803aca4c8190b1015cd159cc47a9 completed April 10, 2026, 10:56 p.m.
Created at: April 9, 2026, 8:55 p.m.