Triple

T15863109
Position Surface form Disambiguated ID Type / Status
Subject Southern Queensland E384638 entity
Predicate hasTransportInfrastructure P2560 FINISHED
Object Toowoomba Bypass
The Toowoomba Bypass is a major highway route in Queensland, Australia, designed to divert heavy and through-traffic around the city of Toowoomba to improve safety, reduce congestion, and enhance freight efficiency.
E1384307 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: Toowoomba Bypass | Statement: [Southern Queensland, hasTransportInfrastructure, Toowoomba Bypass]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Toowoomba Bypass
Context triple: [Southern Queensland, hasTransportInfrastructure, Toowoomba Bypass]
  • A. Gympie Bypass
    The Gympie Bypass is a major road project in Queensland, Australia, designed to divert highway traffic around the city of Gympie to improve safety and reduce congestion.
  • B. Caboolture Bypass
    Caboolture Bypass is a major road in Queensland, Australia, that diverts traffic around the town of Caboolture to ease congestion on the main highway route.
  • C. Albury–Wodonga bypass
    The Albury–Wodonga bypass is a major road project that diverts through-traffic around the twin cities of Albury and Wodonga to improve traffic flow and safety on the Hume Highway corridor.
  • D. Pacific Motorway
    The Pacific Motorway is a major Australian highway that runs along the east coast, linking Brisbane with the New South Wales border and serving as a key route for commuter and freight traffic.
  • E. Goulburn bypass
    The Goulburn bypass is a section of roadway that diverts Hume Highway traffic around the city of Goulburn in New South Wales, Australia, to improve traffic flow and reduce congestion in the urban area.
  • 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: Toowoomba Bypass
Triple: [Southern Queensland, hasTransportInfrastructure, Toowoomba Bypass]
Generated description
The Toowoomba Bypass is a major highway route in Queensland, Australia, designed to divert heavy and through-traffic around the city of Toowoomba to improve safety, reduce congestion, and enhance freight efficiency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Toowoomba Bypass
Target entity description: The Toowoomba Bypass is a major highway route in Queensland, Australia, designed to divert heavy and through-traffic around the city of Toowoomba to improve safety, reduce congestion, and enhance freight efficiency.
  • A. Gympie Bypass
    The Gympie Bypass is a major road project in Queensland, Australia, designed to divert highway traffic around the city of Gympie to improve safety and reduce congestion.
  • B. Caboolture Bypass
    Caboolture Bypass is a major road in Queensland, Australia, that diverts traffic around the town of Caboolture to ease congestion on the main highway route.
  • C. Albury–Wodonga bypass
    The Albury–Wodonga bypass is a major road project that diverts through-traffic around the twin cities of Albury and Wodonga to improve traffic flow and safety on the Hume Highway corridor.
  • D. Pacific Motorway
    The Pacific Motorway is a major Australian highway that runs along the east coast, linking Brisbane with the New South Wales border and serving as a key route for commuter and freight traffic.
  • E. Goulburn bypass
    The Goulburn bypass is a section of roadway that diverts Hume Highway traffic around the city of Goulburn in New South Wales, Australia, to improve traffic flow and reduce congestion in the urban area.
  • 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_69d86da422088190aac39e32e6c68429 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1555d38fc8190bd8820bb5b238b71 completed April 16, 2026, 9:32 p.m.
NED1 Entity disambiguation (via context triple) batch_6a075eefce50819097c5f31f14290b51 completed May 15, 2026, 5:59 p.m.
NEDg Description generation batch_6a075f9af3f88190b9cdf276a08cf12c completed May 15, 2026, 6:02 p.m.
NED2 Entity disambiguation (via description) batch_6a075ff0fb208190a937998551a01497 completed May 15, 2026, 6:03 p.m.
Created at: April 10, 2026, 4:50 a.m.