Triple

T14544019

Position	Surface form	Disambiguated ID	Type / Status
Subject	Leader of the Opposition (Australia)	`E341242`	entity
Predicate	hasAssociatedBody	`P14529`	FINISHED
Object	Opposition frontbench The Opposition frontbench in Australia is the group of senior opposition parliamentarians who serve as shadow ministers, scrutinizing and offering alternatives to the policies of the government.	`E1105018`	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: Opposition frontbench | Statement: [Leader of the Opposition (Australia), hasAssociatedBody, Opposition frontbench]

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

Target entity: Opposition frontbench
Context triple: [Leader of the Opposition (Australia), hasAssociatedBody, Opposition frontbench]

A. Labour Party frontbench team
The Labour Party frontbench team is the group of senior Labour MPs and peers who serve as the party’s main public spokespeople and shadow ministers, leading opposition scrutiny of the UK government.
B. Opposition Whip
The Opposition Whip is a parliamentary role in Singapore responsible for organizing and maintaining party discipline among opposition Members of Parliament during legislative proceedings.
C. Opposition Whips Office
The Opposition Whips Office is the parliamentary team responsible for organizing and enforcing party discipline and managing legislative business for the main opposition party.
D. Leader of the Opposition (UK)
The Leader of the Opposition (UK) is the head of the largest political party in the House of Commons that is not in government, responsible for scrutinizing and challenging the policies and actions of the Prime Minister and the ruling party.
E. Leader of the Opposition
The Leader of the Opposition is the head of the largest non-governing political party in a parliamentary system, responsible for scrutinizing the government and presenting an alternative policy agenda.
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: Opposition frontbench
Triple: [Leader of the Opposition (Australia), hasAssociatedBody, Opposition frontbench]

Generated description

The Opposition frontbench in Australia is the group of senior opposition parliamentarians who serve as shadow ministers, scrutinizing and offering alternatives to the policies of the government.

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

Target entity: Opposition frontbench
Target entity description: The Opposition frontbench in Australia is the group of senior opposition parliamentarians who serve as shadow ministers, scrutinizing and offering alternatives to the policies of the government.

A. Labour Party frontbench team
The Labour Party frontbench team is the group of senior Labour MPs and peers who serve as the party’s main public spokespeople and shadow ministers, leading opposition scrutiny of the UK government.
B. Opposition Whip
The Opposition Whip is a parliamentary role in Singapore responsible for organizing and maintaining party discipline among opposition Members of Parliament during legislative proceedings.
C. Opposition Whips Office
The Opposition Whips Office is the parliamentary team responsible for organizing and enforcing party discipline and managing legislative business for the main opposition party.
D. Leader of the Opposition (UK)
The Leader of the Opposition (UK) is the head of the largest political party in the House of Commons that is not in government, responsible for scrutinizing and challenging the policies and actions of the Prime Minister and the ruling party.
E. Leader of the Opposition
The Leader of the Opposition is the head of the largest non-governing political party in a parliamentary system, responsible for scrutinizing the government and presenting an alternative policy agenda.
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.