Triple

T13037246
Position Surface form Disambiguated ID Type / Status
Subject NAIA Expressway E326593 entity
Predicate concessionaire P37449 FINISHED
Object Vertex Tollways Development Inc.
Vertex Tollways Development Inc. is a private infrastructure company involved in the financing, development, and operation of toll road projects in the Philippines.
 E1018654 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: Vertex Tollways Development Inc. | Statement: [NAIA Expressway, concessionaire, Vertex Tollways Development Inc.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Vertex Tollways Development Inc.
Context triple: [NAIA Expressway, concessionaire, Vertex Tollways Development Inc.]
  • A. Indiana Toll Road Concession Company
    Indiana Toll Road Concession Company is a private consortium responsible for operating, maintaining, and collecting tolls on the Indiana Toll Road under a long-term lease agreement with the state.
  • B. Turnpike Enterprise
    Turnpike Enterprise is the division of the Florida Department of Transportation responsible for operating, maintaining, and improving the state’s toll road system.
  • C. Transportation Investment Corporation
    Transportation Investment Corporation is a British Columbia Crown corporation responsible for overseeing and managing major transportation infrastructure projects and tolling operations in the province.
  • D. New Jersey Turnpike Authority
    The New Jersey Turnpike Authority is a state agency responsible for operating and managing major toll highways in New Jersey, including the New Jersey Turnpike and the Garden State Parkway.
  • E. Pennsylvania Turnpike Commission
    The Pennsylvania Turnpike Commission is a state agency responsible for operating, maintaining, and improving the Pennsylvania Turnpike system and related toll highway infrastructure.
  • 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: Vertex Tollways Development Inc.
Triple: [NAIA Expressway, concessionaire, Vertex Tollways Development Inc.]
Generated description
Vertex Tollways Development Inc. is a private infrastructure company involved in the financing, development, and operation of toll road projects in the Philippines.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Vertex Tollways Development Inc.
Target entity description: Vertex Tollways Development Inc. is a private infrastructure company involved in the financing, development, and operation of toll road projects in the Philippines.
  • A. Indiana Toll Road Concession Company
    Indiana Toll Road Concession Company is a private consortium responsible for operating, maintaining, and collecting tolls on the Indiana Toll Road under a long-term lease agreement with the state.
  • B. Turnpike Enterprise
    Turnpike Enterprise is the division of the Florida Department of Transportation responsible for operating, maintaining, and improving the state’s toll road system.
  • C. Transportation Investment Corporation
    Transportation Investment Corporation is a British Columbia Crown corporation responsible for overseeing and managing major transportation infrastructure projects and tolling operations in the province.
  • D. New Jersey Turnpike Authority
    The New Jersey Turnpike Authority is a state agency responsible for operating and managing major toll highways in New Jersey, including the New Jersey Turnpike and the Garden State Parkway.
  • E. Pennsylvania Turnpike Commission
    The Pennsylvania Turnpike Commission is a state agency responsible for operating, maintaining, and improving the Pennsylvania Turnpike system and related toll highway infrastructure.
  • 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_69d8076cc45c81908123123f43e69266 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d97f2a71a0819098bb6cf8a4b2208a completed April 10, 2026, 10:52 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.
Created at: April 9, 2026, 8:55 p.m.