Triple

T12700032
Position Surface form Disambiguated ID Type / Status
Subject Horsham, Victoria, Australia E303435 entity
Predicate hasTransportLink P1298 FINISHED
Object Wimmera Highway
Wimmera Highway is a rural arterial road in western Victoria, Australia, connecting the city of Horsham with other regional towns across the Wimmera region.
E1046253 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: Wimmera Highway | Statement: [Horsham, Victoria, Australia, hasTransportLink, Wimmera Highway]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Wimmera Highway
Context triple: [Horsham, Victoria, Australia, hasTransportLink, Wimmera Highway]
  • A. Goldfields Highway
    Goldfields Highway is a major road in Western Australia that connects the mining city of Kalgoorlie with other towns across the Goldfields region.
  • B. Goulburn Valley Highway
    Goulburn Valley Highway is a major rural highway in Victoria, Australia, linking Melbourne to the Goulburn Valley agricultural region and forming part of the inland route to Queensland.
  • C. Mitchell Highway
    The Mitchell Highway is a major rural highway in New South Wales and Queensland, Australia, linking inland regional centres and serving as a key transport route across the central west of the country.
  • D. Mallee Highway
    The Mallee Highway is a major rural road in South Australia and Victoria that links a series of small agricultural communities across the Mallee region.
  • E. Warrego Highway
    Warrego Highway is a major east–west arterial road in southern Queensland, Australia, linking Brisbane and the Darling Downs region, including the city of Toowoomba.
  • 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: Wimmera Highway
Triple: [Horsham, Victoria, Australia, hasTransportLink, Wimmera Highway]
Generated description
Wimmera Highway is a rural arterial road in western Victoria, Australia, connecting the city of Horsham with other regional towns across the Wimmera region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Wimmera Highway
Target entity description: Wimmera Highway is a rural arterial road in western Victoria, Australia, connecting the city of Horsham with other regional towns across the Wimmera region.
  • A. Goldfields Highway
    Goldfields Highway is a major road in Western Australia that connects the mining city of Kalgoorlie with other towns across the Goldfields region.
  • B. Goulburn Valley Highway
    Goulburn Valley Highway is a major rural highway in Victoria, Australia, linking Melbourne to the Goulburn Valley agricultural region and forming part of the inland route to Queensland.
  • C. Mitchell Highway
    The Mitchell Highway is a major rural highway in New South Wales and Queensland, Australia, linking inland regional centres and serving as a key transport route across the central west of the country.
  • D. Mallee Highway
    The Mallee Highway is a major rural road in South Australia and Victoria that links a series of small agricultural communities across the Mallee region.
  • E. Warrego Highway
    Warrego Highway is a major east–west arterial road in southern Queensland, Australia, linking Brisbane and the Darling Downs region, including the city of Toowoomba.
  • 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_69d7bdef90d48190b46b88270e780946 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d961ef65ac8190aedf9ade3a68e24e completed April 10, 2026, 8:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69f75d7a9e6c81908ae78daace02e7ec completed May 3, 2026, 2:36 p.m.
NEDg Description generation batch_69f75e30545c8190b47bd1e06411a163 completed May 3, 2026, 2:39 p.m.
NED2 Entity disambiguation (via description) batch_69f75e9fc1508190800291a16840a9a8 completed May 3, 2026, 2:41 p.m.
Created at: April 9, 2026, 5:22 p.m.