Triple

T20169495

Position	Surface form	Disambiguated ID	Type / Status
Subject	Sir Malcolm Bruce	`E491919`	entity
Predicate	positionHeld	`P8`	FINISHED
Object	Liberal Democrat Scottish Affairs Spokesman The Liberal Democrat Scottish Affairs Spokesman is the party’s lead parliamentary representative responsible for scrutinising and articulating Liberal Democrat policy on issues affecting Scotland.	`E1414456`	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: Liberal Democrat Scottish Affairs Spokesman | Statement: [Sir Malcolm Bruce, positionHeld, Liberal Democrat Scottish Affairs Spokesman]

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

Target entity: Liberal Democrat Scottish Affairs Spokesman
Context triple: [Sir Malcolm Bruce, positionHeld, Liberal Democrat Scottish Affairs Spokesman]

A. Liberal Democrat Spokesperson for Health
The Liberal Democrat Spokesperson for Health is the party’s lead parliamentary figure responsible for developing and promoting its health and NHS policies.
B. Liberal Democrat Spokesperson for Trade and Industry
The Liberal Democrat Spokesperson for Trade and Industry is a senior frontbench role in the UK Liberal Democrats responsible for developing and articulating the party’s policies on business, trade, and industrial affairs.
C. Scottish Government Chief Whip
The Scottish Government Chief Whip is the official responsible for party discipline and managing the legislative agenda for the governing party within the Scottish Parliament.
D. Parliamentary Under-Secretary of State for Scotland
The Parliamentary Under-Secretary of State for Scotland is a junior UK government ministerial role that supports the Secretary of State for Scotland in representing Scottish interests within the UK Government.
E. MP for Glasgow North East
MP for Glasgow North East is a UK parliamentary constituency in the city of Glasgow, Scotland, represented in the House of Commons.
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: Liberal Democrat Scottish Affairs Spokesman
Triple: [Sir Malcolm Bruce, positionHeld, Liberal Democrat Scottish Affairs Spokesman]

Generated description

The Liberal Democrat Scottish Affairs Spokesman is the party’s lead parliamentary representative responsible for scrutinising and articulating Liberal Democrat policy on issues affecting Scotland.

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

Target entity: Liberal Democrat Scottish Affairs Spokesman
Target entity description: The Liberal Democrat Scottish Affairs Spokesman is the party’s lead parliamentary representative responsible for scrutinising and articulating Liberal Democrat policy on issues affecting Scotland.

A. Liberal Democrat Spokesperson for Health
The Liberal Democrat Spokesperson for Health is the party’s lead parliamentary figure responsible for developing and promoting its health and NHS policies.
B. Liberal Democrat Spokesperson for Trade and Industry
The Liberal Democrat Spokesperson for Trade and Industry is a senior frontbench role in the UK Liberal Democrats responsible for developing and articulating the party’s policies on business, trade, and industrial affairs.
C. Scottish Government Chief Whip
The Scottish Government Chief Whip is the official responsible for party discipline and managing the legislative agenda for the governing party within the Scottish Parliament.
D. Parliamentary Under-Secretary of State for Scotland
The Parliamentary Under-Secretary of State for Scotland is a junior UK government ministerial role that supports the Secretary of State for Scotland in representing Scottish interests within the UK Government.
E. MP for Glasgow North East
MP for Glasgow North East is a UK parliamentary constituency in the city of Glasgow, Scotland, represented in the House of Commons.
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_69da6266c6888190bc1a3ecf24814d34`	completed	April 11, 2026, 3:01 p.m.
NER	Named-entity recognition	`batch_69e66846f4ec81908b0dc6a6e0ec27dd`	completed	April 20, 2026, 5:54 p.m.
NED1	Entity disambiguation (via context triple)	`batch_6a083482950c8190aff6eb232ebbdd79`	completed	May 16, 2026, 9:10 a.m.
NEDg	Description generation	`batch_6a08354678488190a04794496edc4333`	completed	May 16, 2026, 9:13 a.m.
NED2	Entity disambiguation (via description)	`batch_6a08360def9c8190b8a2d48814ee13c8`	completed	May 16, 2026, 9:17 a.m.

Created at: April 11, 2026, 11:35 p.m.