Triple

T11814356
Position Surface form Disambiguated ID Type / Status
Subject Ralph Darling E280959 entity
Predicate notableFor P22 FINISHED
Object infrastructure development in New South Wales
Infrastructure development in New South Wales refers to the extensive building and improvement of roads, public works, and colonial facilities that transformed the Australian colony’s transport and administrative systems in the early 19th century.
E947609 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: infrastructure development in New South Wales | Statement: [Ralph Darling, notableFor, infrastructure development in New South Wales]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: infrastructure development in New South Wales
Context triple: [Ralph Darling, notableFor, infrastructure development in New South Wales]
  • A. New South Wales Public Works Department
    The New South Wales Public Works Department was a government agency responsible for designing, constructing, and maintaining major public infrastructure and buildings in the Australian state of New South Wales.
  • B. New South Wales rail network
    The New South Wales rail network is an extensive system of passenger and freight railway lines that connects major cities, regional centres, and rural areas across the Australian state of New South Wales.
  • C. Government of New South Wales
    The Government of New South Wales is the executive authority of the Australian state of New South Wales, responsible for administering state laws, public services, and policy through its Premier and various departments and agencies.
  • D. New South Wales port network
    The New South Wales port network is the integrated system of major commercial seaports in the Australian state of New South Wales that supports regional, national, and international trade and logistics.
  • E. NEM New South Wales region
    The NEM New South Wales region is the section of Australia’s National Electricity Market that covers electricity generation, transmission, and wholesale trading within the state of New South Wales.
  • 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: infrastructure development in New South Wales
Triple: [Ralph Darling, notableFor, infrastructure development in New South Wales]
Generated description
Infrastructure development in New South Wales refers to the extensive building and improvement of roads, public works, and colonial facilities that transformed the Australian colony’s transport and administrative systems in the early 19th century.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: infrastructure development in New South Wales
Target entity description: Infrastructure development in New South Wales refers to the extensive building and improvement of roads, public works, and colonial facilities that transformed the Australian colony’s transport and administrative systems in the early 19th century.
  • A. New South Wales Public Works Department
    The New South Wales Public Works Department was a government agency responsible for designing, constructing, and maintaining major public infrastructure and buildings in the Australian state of New South Wales.
  • B. New South Wales rail network
    The New South Wales rail network is an extensive system of passenger and freight railway lines that connects major cities, regional centres, and rural areas across the Australian state of New South Wales.
  • C. Government of New South Wales
    The Government of New South Wales is the executive authority of the Australian state of New South Wales, responsible for administering state laws, public services, and policy through its Premier and various departments and agencies.
  • D. New South Wales port network
    The New South Wales port network is the integrated system of major commercial seaports in the Australian state of New South Wales that supports regional, national, and international trade and logistics.
  • E. NEM New South Wales region
    The NEM New South Wales region is the section of Australia’s National Electricity Market that covers electricity generation, transmission, and wholesale trading within the state of New South Wales.
  • 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_69d6ab26aae88190b2489efcb2a24234 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d8a5ccbbd481908c9013cb5a50c079 completed April 10, 2026, 7:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69f131b62abc8190a02f584541baaee5 completed April 28, 2026, 10:16 p.m.
NEDg Description generation batch_69f141b31c9081908f19ff870f5f3c33 completed April 28, 2026, 11:24 p.m.
NED2 Entity disambiguation (via description) batch_69f14fdb39d48190828668fc535d7f6a completed April 29, 2026, 12:24 a.m.
Created at: April 8, 2026, 9:42 p.m.