Triple

T4792747
Position Surface form Disambiguated ID Type / Status
Subject Interstate 635 (Texas) E106641 entity
Predicate tollLanesOperatedBy P58458 FINISHED
Object LBJ Infrastructure Group
LBJ Infrastructure Group is a private consortium that develops, finances, and operates managed toll lane projects in Texas, including major highway corridors in the Dallas–Fort Worth area.
E470722 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: LBJ Infrastructure Group | Statement: [Interstate 635 (Texas), tollLanesOperatedBy, LBJ Infrastructure Group]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: LBJ Infrastructure Group
Context triple: [Interstate 635 (Texas), tollLanesOperatedBy, LBJ Infrastructure Group]
  • A. Jacobs Engineering Group
    Jacobs Engineering Group is a global professional services firm specializing in engineering, design, and construction management across infrastructure, aerospace, environmental, and industrial sectors.
  • B. Albright Stonebridge Group
    Albright Stonebridge Group is a global strategic advisory and commercial diplomacy firm that helps businesses and organizations navigate complex international markets and policy environments.
  • C. The Cordish Companies
    The Cordish Companies is a prominent American real estate development and entertainment company known for creating large-scale mixed-use and entertainment districts across major U.S. cities.
  • D. Trammell Crow Company
    Trammell Crow Company is a major American real estate development and investment firm known for developing large-scale commercial properties across the United States.
  • E. Brookfield Infrastructure Partners
    Brookfield Infrastructure Partners is a publicly traded global infrastructure company that owns and operates a diversified portfolio of utilities, transport, energy, and data infrastructure assets.
  • 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: LBJ Infrastructure Group
Triple: [Interstate 635 (Texas), tollLanesOperatedBy, LBJ Infrastructure Group]
Generated description
LBJ Infrastructure Group is a private consortium that develops, finances, and operates managed toll lane projects in Texas, including major highway corridors in the Dallas–Fort Worth area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: LBJ Infrastructure Group
Target entity description: LBJ Infrastructure Group is a private consortium that develops, finances, and operates managed toll lane projects in Texas, including major highway corridors in the Dallas–Fort Worth area.
  • A. Jacobs Engineering Group
    Jacobs Engineering Group is a global professional services firm specializing in engineering, design, and construction management across infrastructure, aerospace, environmental, and industrial sectors.
  • B. Albright Stonebridge Group
    Albright Stonebridge Group is a global strategic advisory and commercial diplomacy firm that helps businesses and organizations navigate complex international markets and policy environments.
  • C. The Cordish Companies
    The Cordish Companies is a prominent American real estate development and entertainment company known for creating large-scale mixed-use and entertainment districts across major U.S. cities.
  • D. Trammell Crow Company
    Trammell Crow Company is a major American real estate development and investment firm known for developing large-scale commercial properties across the United States.
  • E. Brookfield Infrastructure Partners
    Brookfield Infrastructure Partners is a publicly traded global infrastructure company that owns and operates a diversified portfolio of utilities, transport, energy, and data infrastructure assets.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: tollLanesOperatedBy
Context triple: [Interstate 635 (Texas), tollLanesOperatedBy, LBJ Infrastructure Group]
  • A. isTollFacilityOf
    Indicates that a facility (such as a toll booth, plaza, or gantry) is part of, or used to collect tolls for, a specific toll road or toll transportation infrastructure.
  • B. tollFacilityName
    Indicates the name assigned to a toll facility where tolls are collected.
  • C. hasTollBoothsAt
    Indicates that toll booths are present at or associated with a particular location or segment of infrastructure.
  • D. electronicTollBrand
    Indicates that an entity is associated with or accepts a particular brand of electronic toll collection system.
  • E. motorwayServedBy
    Indicates that a motorway is connected to or accessed by a particular service facility, route, or transport service.
  • F. None of above. chosen

Provenance (7 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_69bd43f591c881909e5a532388b0f3f3 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd66072ebc8190ae0e6cef1e7b07e4 completed March 20, 2026, 3:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69be43ecf0308190941809fd13efa393 completed March 21, 2026, 7:08 a.m.
NEDg Description generation batch_69be45b95ab48190b5d8b84c56b1a0ac completed March 21, 2026, 7:16 a.m.
NED2 Entity disambiguation (via description) batch_69be46e400cc8190aaa7fc42713f30c6 completed March 21, 2026, 7:21 a.m.
PD Predicate disambiguation batch_69bd622e1b408190806c15c61519fc74 completed March 20, 2026, 3:05 p.m.
PDg Predicate description generation batch_69bd631328fc81909b28ae0a2a3ed9bb completed March 20, 2026, 3:09 p.m.
Created at: March 20, 2026, 1:22 p.m.