Triple

T7376002

Position	Surface form	Disambiguated ID	Type / Status
Subject	John Bradfield	`E170124`	entity
Predicate	employer	`P7`	FINISHED
Object	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.	`E659937`	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: New South Wales Public Works Department | Statement: [John Bradfield, employer, New South Wales Public Works Department]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: New South Wales Public Works Department
Context triple: [John Bradfield, employer, New South Wales Public Works Department]

A. Commonwealth Department of Works
The Commonwealth Department of Works was an Australian federal government agency responsible for the planning, design, and construction of public works and infrastructure projects across the country.
B. Sydney Harbour Tunnel Company
Sydney Harbour Tunnel Company is the private consortium responsible for managing and operating Sydney’s under-harbour road tunnel linking the city’s north and south.
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. Treasury of New South Wales
The Treasury of New South Wales is the state government department responsible for managing New South Wales’ public finances, economic policy, and budget.
E. State Transit Authority of New South Wales
The State Transit Authority of New South Wales was a government-owned operator responsible for providing bus services in the Sydney metropolitan area and surrounding regions.
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: New South Wales Public Works Department
Triple: [John Bradfield, employer, New South Wales Public Works Department]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: New South Wales Public Works Department
Target entity description: 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.

A. Commonwealth Department of Works
The Commonwealth Department of Works was an Australian federal government agency responsible for the planning, design, and construction of public works and infrastructure projects across the country.
B. Sydney Harbour Tunnel Company
Sydney Harbour Tunnel Company is the private consortium responsible for managing and operating Sydney’s under-harbour road tunnel linking the city’s north and south.
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. Treasury of New South Wales
The Treasury of New South Wales is the state government department responsible for managing New South Wales’ public finances, economic policy, and budget.
E. State Transit Authority of New South Wales
The State Transit Authority of New South Wales was a government-owned operator responsible for providing bus services in the Sydney metropolitan area and surrounding regions.
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_69c68a5bfaac81909ce7f001dfb70c76`	completed	March 27, 2026, 1:47 p.m.
NER	Named-entity recognition	`batch_69c6f1a780f88190abf11994e307b6ad`	completed	March 27, 2026, 9:07 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69c802d15a8481908e43701459607276`	completed	March 28, 2026, 4:33 p.m.
NEDg	Description generation	`batch_69c803ad72308190a9640f2fb043daab`	completed	March 28, 2026, 4:37 p.m.
NED2	Entity disambiguation (via description)	`batch_69c8043121988190b7c9ea0f786296c2`	completed	March 28, 2026, 4:39 p.m.

Created at: March 27, 2026, 3:07 p.m.