Triple

T5237572

Position	Surface form	Disambiguated ID	Type / Status
Subject	Department of Transport and Planning (Victoria)	`E118259`	entity
Predicate	replaced	`P101`	FINISHED
Object	Department of Environment, Land, Water and Planning (planning functions) The Department of Environment, Land, Water and Planning’s planning functions were the Victorian government’s central authority for land-use, urban, and regional planning before being transferred to the Department of Transport and Planning.	`E504539`	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: Department of Environment, Land, Water and Planning (planning functions) | Statement: [Department of Transport and Planning (Victoria), replaced, Department of Environment, Land, Water and Planning (planning functions)]

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

Target entity: Department of Environment, Land, Water and Planning (planning functions)
Context triple: [Department of Transport and Planning (Victoria), replaced, Department of Environment, Land, Water and Planning (planning functions)]

A. Department of Environmental Planning
The Department of Environmental Planning is an academic unit at the School of Planning and Architecture, Delhi, focused on education and research in sustainable development, environmental management, and planning.
B. Department of Planning and Environment (NSW)
The Department of Planning and Environment (NSW) is a New South Wales government agency responsible for land-use planning, environmental protection, and sustainable development policy across the state.
C. Department of Agriculture, Water and the Environment
The Department of Agriculture, Water and the Environment was an Australian Government department responsible for national policies and programs related to agriculture, water resources, the environment, and heritage protection.
D. Department of Physical Planning
The Department of Physical Planning is an academic unit at the School of Planning and Architecture, Delhi, focused on education and research in spatial, urban, and regional planning.
E. Department of Planning and Economic Development
The Department of Planning and Economic Development is a municipal agency in the Town of Hempstead responsible for guiding land use, zoning, and economic growth initiatives within the town.
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: Department of Environment, Land, Water and Planning (planning functions)
Triple: [Department of Transport and Planning (Victoria), replaced, Department of Environment, Land, Water and Planning (planning functions)]

Generated description

The Department of Environment, Land, Water and Planning’s planning functions were the Victorian government’s central authority for land-use, urban, and regional planning before being transferred to the Department of Transport and Planning.

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

Target entity: Department of Environment, Land, Water and Planning (planning functions)
Target entity description: The Department of Environment, Land, Water and Planning’s planning functions were the Victorian government’s central authority for land-use, urban, and regional planning before being transferred to the Department of Transport and Planning.

A. Department of Environmental Planning
The Department of Environmental Planning is an academic unit at the School of Planning and Architecture, Delhi, focused on education and research in sustainable development, environmental management, and planning.
B. Department of Planning and Environment (NSW)
The Department of Planning and Environment (NSW) is a New South Wales government agency responsible for land-use planning, environmental protection, and sustainable development policy across the state.
C. Department of Agriculture, Water and the Environment
The Department of Agriculture, Water and the Environment was an Australian Government department responsible for national policies and programs related to agriculture, water resources, the environment, and heritage protection.
D. Department of Physical Planning
The Department of Physical Planning is an academic unit at the School of Planning and Architecture, Delhi, focused on education and research in spatial, urban, and regional planning.
E. Department of Planning and Economic Development
The Department of Planning and Economic Development is a municipal agency in the Town of Hempstead responsible for guiding land use, zoning, and economic growth initiatives within the town.
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_69bd4467db0881909b3b0982df32cc8f`	completed	March 20, 2026, 12:58 p.m.
NER	Named-entity recognition	`batch_69bd7b27990c8190b6a3c24de09c8c18`	completed	March 20, 2026, 4:51 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69bef820285881909f0e569e020a58ae`	completed	March 21, 2026, 7:57 p.m.
NEDg	Description generation	`batch_69bef8acecf48190a1d3f56640bf7784`	completed	March 21, 2026, 7:59 p.m.
NED2	Entity disambiguation (via description)	`batch_69bef92017948190906d1be3551b54c2`	completed	March 21, 2026, 8:01 p.m.

Created at: March 20, 2026, 1:49 p.m.