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.