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.