Triple

T14543976

Position	Surface form	Disambiguated ID	Type / Status
Subject	Shadow Cabinet of Queensland	`E341241`	entity
Predicate	hasPosition	`P8`	FINISHED
Object	Shadow Minister for Environment The Shadow Minister for Environment is the opposition frontbench politician in Queensland responsible for scrutinising and proposing alternatives to the government’s environmental policies and legislation.	`E1105001`	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: Shadow Minister for Environment | Statement: [Shadow Cabinet of Queensland, hasPosition, Shadow Minister for Environment]

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

Target entity: Shadow Minister for Environment
Context triple: [Shadow Cabinet of Queensland, hasPosition, Shadow Minister for Environment]

A. Shadow Secretary of State for the Environment
The Shadow Secretary of State for the Environment is a senior opposition politician in the United Kingdom responsible for scrutinising and challenging the government’s environmental policies and proposing alternative approaches.
B. Minister for Environment
The Minister for Environment is a senior Queensland government official responsible for environmental policy, conservation, and regulation within the state.
C. Minister for the Environment
The Minister for the Environment is a senior New South Wales government cabinet position responsible for environmental protection, conservation policy, and related regulatory frameworks.
D. Cabinet Secretary for Environment
The Cabinet Secretary for Environment is a senior Scottish Government minister responsible for environmental policy, including climate change, natural resources, and sustainability.
E. Minister for Environment, Food and Agriculture
The Minister for Environment, Food and Agriculture is the Isle of Man government official responsible for overseeing environmental protection, agricultural policy, and food-related regulation on the island.
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: Shadow Minister for Environment
Triple: [Shadow Cabinet of Queensland, hasPosition, Shadow Minister for Environment]

Generated description

The Shadow Minister for Environment is the opposition frontbench politician in Queensland responsible for scrutinising and proposing alternatives to the government’s environmental policies and legislation.

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

Target entity: Shadow Minister for Environment
Target entity description: The Shadow Minister for Environment is the opposition frontbench politician in Queensland responsible for scrutinising and proposing alternatives to the government’s environmental policies and legislation.

A. Shadow Secretary of State for the Environment
The Shadow Secretary of State for the Environment is a senior opposition politician in the United Kingdom responsible for scrutinising and challenging the government’s environmental policies and proposing alternative approaches.
B. Minister for Environment
The Minister for Environment is a senior Queensland government official responsible for environmental policy, conservation, and regulation within the state.
C. Minister for the Environment
The Minister for the Environment is a senior New South Wales government cabinet position responsible for environmental protection, conservation policy, and related regulatory frameworks.
D. Cabinet Secretary for Environment
The Cabinet Secretary for Environment is a senior Scottish Government minister responsible for environmental policy, including climate change, natural resources, and sustainability.
E. Minister for Environment, Food and Agriculture
The Minister for Environment, Food and Agriculture is the Isle of Man government official responsible for overseeing environmental protection, agricultural policy, and food-related regulation on the island.
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_69d822db9c8481908213ceb39585f792`	completed	April 9, 2026, 10:06 p.m.
NER	Named-entity recognition	`batch_69deb1bfc2b48190adb0897682c26a9a`	completed	April 14, 2026, 9:29 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69fd7a60f2f88190b08fdf0a3095d0a7`	completed	May 8, 2026, 5:53 a.m.
NEDg	Description generation	`batch_69fd7d80d358819095661dac316ff69f`	completed	May 8, 2026, 6:06 a.m.
NED2	Entity disambiguation (via description)	`batch_69fd7e0a30188190942ff45e0f865490`	completed	May 8, 2026, 6:09 a.m.

Created at: April 10, 2026, 1:22 a.m.