Triple

T7310951
Position Surface form Disambiguated ID Type / Status
Subject Hume region E168087 entity
Predicate containsTransportCorridor P3034 FINISHED
Object Goulburn Valley transport corridor
The Goulburn Valley transport corridor is a major freight and passenger route in regional Victoria, Australia, linking agricultural and regional centres to Melbourne and interstate markets via road and rail.
E656106 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: Goulburn Valley transport corridor | Statement: [Hume region, containsTransportCorridor, Goulburn Valley transport corridor]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Goulburn Valley transport corridor
Context triple: [Hume region, containsTransportCorridor, Goulburn Valley transport corridor]
  • A. 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.
  • B. 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.
  • C. Murray–Riverina transport corridor
    The Murray–Riverina transport corridor is a key regional freight and transport route in southeastern Australia linking the Murray River region with the Riverina and broader New South Wales and Victorian networks.
  • D. Adelaide north–south corridor
    The Adelaide north–south corridor is a major continuous transport route through metropolitan Adelaide, designed to streamline north–south traffic flow via a series of upgraded expressways and motorways.
  • E. South Gippsland Highway
    South Gippsland Highway is a key arterial road in Victoria, Australia, linking Melbourne’s south-eastern suburbs with the South Gippsland region and coastal towns.
  • 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: Goulburn Valley transport corridor
Triple: [Hume region, containsTransportCorridor, Goulburn Valley transport corridor]
Generated description
The Goulburn Valley transport corridor is a major freight and passenger route in regional Victoria, Australia, linking agricultural and regional centres to Melbourne and interstate markets via road and rail.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Goulburn Valley transport corridor
Target entity description: The Goulburn Valley transport corridor is a major freight and passenger route in regional Victoria, Australia, linking agricultural and regional centres to Melbourne and interstate markets via road and rail.
  • A. 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.
  • B. 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.
  • C. Murray–Riverina transport corridor
    The Murray–Riverina transport corridor is a key regional freight and transport route in southeastern Australia linking the Murray River region with the Riverina and broader New South Wales and Victorian networks.
  • D. Adelaide north–south corridor
    The Adelaide north–south corridor is a major continuous transport route through metropolitan Adelaide, designed to streamline north–south traffic flow via a series of upgraded expressways and motorways.
  • E. South Gippsland Highway
    South Gippsland Highway is a key arterial road in Victoria, Australia, linking Melbourne’s south-eastern suburbs with the South Gippsland region and coastal towns.
  • 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_69c6888d8e3c81909db79714903baf31 completed March 27, 2026, 1:39 p.m.
NER Named-entity recognition batch_69c6ebff866081909916796d1b72aee8 completed March 27, 2026, 8:43 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7e56b4178819087341903a168440b completed March 28, 2026, 2:27 p.m.
NEDg Description generation batch_69c7e69b51d88190a25fbcec7993654f completed March 28, 2026, 2:32 p.m.
NED2 Entity disambiguation (via description) batch_69c7e76f3cd88190957e096c81e6e803 completed March 28, 2026, 2:36 p.m.
Created at: March 27, 2026, 3:02 p.m.