Triple

T11854912
Position Surface form Disambiguated ID Type / Status
Subject Texas State Highway 71 E282009 entity
Predicate tollSegmentName P66454 FINISHED
Object SH 71 Toll (Austin–Bergstrom Expressway)
SH 71 Toll (Austin–Bergstrom Expressway) is a tolled freeway facility in Austin, Texas, providing high-speed access between the city and Austin–Bergstrom International Airport along State Highway 71.
E949020 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: SH 71 Toll (Austin–Bergstrom Expressway) | Statement: [Texas State Highway 71, tollSegmentName, SH 71 Toll (Austin–Bergstrom Expressway)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: SH 71 Toll (Austin–Bergstrom Expressway)
Context triple: [Texas State Highway 71, tollSegmentName, SH 71 Toll (Austin–Bergstrom Expressway)]
  • A. State Highway 99 (Grand Parkway)
    State Highway 99, known as the Grand Parkway, is a large outer beltway encircling the Houston metropolitan area and serving as a major regional transportation corridor.
  • B. Sam Houston Tollway
    Sam Houston Tollway is a major tolled beltway segment in the Houston metropolitan area that forms part of Beltway 8 and facilitates high-capacity circumferential traffic around the city.
  • C. Dallas North Tollway
    Dallas North Tollway is a major north–south toll road in the Dallas–Fort Worth metroplex that connects downtown Dallas with its northern suburbs.
  • D. North Central Expressway (US 75)
    North Central Expressway (US 75) is a major north–south freeway running through the Dallas–Fort Worth area of Texas, serving as a key transportation corridor for commuters and regional traffic.
  • E. I-355 (Veterans Memorial Tollway)
    I-355, known as the Veterans Memorial Tollway, is a major north–south toll highway in the Chicago metropolitan area that helps connect suburban communities and relieve traffic congestion.
  • 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: SH 71 Toll (Austin–Bergstrom Expressway)
Triple: [Texas State Highway 71, tollSegmentName, SH 71 Toll (Austin–Bergstrom Expressway)]
Generated description
SH 71 Toll (Austin–Bergstrom Expressway) is a tolled freeway facility in Austin, Texas, providing high-speed access between the city and Austin–Bergstrom International Airport along State Highway 71.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: SH 71 Toll (Austin–Bergstrom Expressway)
Target entity description: SH 71 Toll (Austin–Bergstrom Expressway) is a tolled freeway facility in Austin, Texas, providing high-speed access between the city and Austin–Bergstrom International Airport along State Highway 71.
  • A. State Highway 99 (Grand Parkway)
    State Highway 99, known as the Grand Parkway, is a large outer beltway encircling the Houston metropolitan area and serving as a major regional transportation corridor.
  • B. Sam Houston Tollway
    Sam Houston Tollway is a major tolled beltway segment in the Houston metropolitan area that forms part of Beltway 8 and facilitates high-capacity circumferential traffic around the city.
  • C. Dallas North Tollway
    Dallas North Tollway is a major north–south toll road in the Dallas–Fort Worth metroplex that connects downtown Dallas with its northern suburbs.
  • D. North Central Expressway (US 75)
    North Central Expressway (US 75) is a major north–south freeway running through the Dallas–Fort Worth area of Texas, serving as a key transportation corridor for commuters and regional traffic.
  • E. I-355 (Veterans Memorial Tollway)
    I-355, known as the Veterans Memorial Tollway, is a major north–south toll highway in the Chicago metropolitan area that helps connect suburban communities and relieve traffic congestion.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: tollSegmentName
Context triple: [Texas State Highway 71, tollSegmentName, SH 71 Toll (Austin–Bergstrom Expressway)]
  • A. tollFacilityName
    Indicates the name assigned to a toll facility where tolls are collected.
  • B. highwaySectionName chosen
    Indicates the specific name assigned to a particular section or segment of a highway.
  • C. tollRoadOf
    Indicates that a road segment is a toll road belonging to or associated with a particular roadway, route, or transportation network.
  • D. hasTollSegment
    Indicates that a route, road, or path includes a segment where a toll must be paid.
  • E. tollRoadServiceAreaFor
    Indicates that a toll road service area is designated to serve or is associated with a specific toll road segment or route.
  • 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_69d6ab287ba48190a5178779fd19b9b7 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8a697f4108190af984932d2118472 completed April 10, 2026, 7:28 a.m.
NED1 Entity disambiguation (via context triple) batch_69f167c9d4e88190bfaadada0450e639 completed April 29, 2026, 2:07 a.m.
NEDg Description generation batch_69f17006e6108190b51b20ddf6d2368c completed April 29, 2026, 2:42 a.m.
NED2 Entity disambiguation (via description) batch_69f17819af5c8190a98db3cd8eff8da2 completed April 29, 2026, 3:16 a.m.
PD Predicate disambiguation batch_69d8a2573dbc8190ab432e8e28fde6cc completed April 10, 2026, 7:10 a.m.
Created at: April 8, 2026, 9:43 p.m.