Triple

T11828631
Position Surface form Disambiguated ID Type / Status
Subject Australian Government transport agencies E281323 entity
Predicate includes P1393 FINISHED
Object National Heavy Vehicle Regulator
The National Heavy Vehicle Regulator is Australia’s independent national body responsible for regulating heavy vehicle safety, compliance, and productivity across participating states and territories.
E949988 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: National Heavy Vehicle Regulator | Statement: [Australian Government transport agencies, includes, National Heavy Vehicle Regulator]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: National Heavy Vehicle Regulator
Context triple: [Australian Government transport agencies, includes, National Heavy Vehicle Regulator]
  • A. Queensland Department of Transport and Main Roads
    The Queensland Department of Transport and Main Roads is the state government agency responsible for planning, managing, and delivering Queensland’s road and transport infrastructure and services.
  • B. Roads and Maritime Services
    Roads and Maritime Services was a New South Wales government agency responsible for managing the state’s roads, traffic, and maritime infrastructure and services.
  • C. Transport Asset Holding Entity of New South Wales
    Transport Asset Holding Entity of New South Wales is a state-owned corporation that owns and manages rail and other transport infrastructure assets across New South Wales, Australia.
  • D. Driver and Vehicle Standards Agency
    The Driver and Vehicle Standards Agency is a UK government body responsible for setting and enforcing driving and vehicle safety standards, including driving tests, MOTs, and roadside enforcement.
  • E. Australian Government transport agencies
    Australian Government transport agencies are federal bodies responsible for developing and overseeing national transport policy, regulation, and infrastructure across Australia’s road, rail, air, and maritime networks.
  • 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: National Heavy Vehicle Regulator
Triple: [Australian Government transport agencies, includes, National Heavy Vehicle Regulator]
Generated description
The National Heavy Vehicle Regulator is Australia’s independent national body responsible for regulating heavy vehicle safety, compliance, and productivity across participating states and territories.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: National Heavy Vehicle Regulator
Target entity description: The National Heavy Vehicle Regulator is Australia’s independent national body responsible for regulating heavy vehicle safety, compliance, and productivity across participating states and territories.
  • A. Queensland Department of Transport and Main Roads
    The Queensland Department of Transport and Main Roads is the state government agency responsible for planning, managing, and delivering Queensland’s road and transport infrastructure and services.
  • B. Roads and Maritime Services
    Roads and Maritime Services was a New South Wales government agency responsible for managing the state’s roads, traffic, and maritime infrastructure and services.
  • C. Transport Asset Holding Entity of New South Wales
    Transport Asset Holding Entity of New South Wales is a state-owned corporation that owns and manages rail and other transport infrastructure assets across New South Wales, Australia.
  • D. Driver and Vehicle Standards Agency
    The Driver and Vehicle Standards Agency is a UK government body responsible for setting and enforcing driving and vehicle safety standards, including driving tests, MOTs, and roadside enforcement.
  • E. Australian Government transport agencies
    Australian Government transport agencies are federal bodies responsible for developing and overseeing national transport policy, regulation, and infrastructure across Australia’s road, rail, air, and maritime networks.
  • 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_69d6ab276f8c8190b1966a0ef11349ac completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8a62b75dc8190b27d24e46a262a11 completed April 10, 2026, 7:26 a.m.
NED1 Entity disambiguation (via context triple) batch_69f1672e736481909ba5f867cb840039 completed April 29, 2026, 2:04 a.m.
NEDg Description generation batch_69f170034b488190a6976d3333823caa completed April 29, 2026, 2:42 a.m.
NED2 Entity disambiguation (via description) batch_69f17805325881908b98eb9c8fc59778 completed April 29, 2026, 3:16 a.m.
Created at: April 8, 2026, 9:43 p.m.