Triple

T5604972
Position Surface form Disambiguated ID Type / Status
Subject National Transport Strategy for Scotland E147210 entity
Predicate relatedTo P37 FINISHED
Object Infrastructure Investment Plan for Scotland
The Infrastructure Investment Plan for Scotland is a long-term strategic framework that sets out the Scottish Government’s priorities and planned spending on national infrastructure, including transport, to support economic growth, sustainability, and public services.
E527863 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: Infrastructure Investment Plan for Scotland | Statement: [National Transport Strategy for Scotland, relatedTo, Infrastructure Investment Plan for Scotland]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Infrastructure Investment Plan for Scotland
Context triple: [National Transport Strategy for Scotland, relatedTo, Infrastructure Investment Plan for Scotland]
  • A. National Transport Strategy for Scotland
    The National Transport Strategy for Scotland is the Scottish Government’s long-term framework that sets out the vision, priorities, and policies for developing and managing Scotland’s transport system.
  • B. Scottish new towns programme
    The Scottish new towns programme was a post-World War II urban planning initiative that created planned communities across Scotland to alleviate housing shortages, decentralize population, and stimulate regional economic development.
  • C. National Infrastructure and Construction Pipeline
    The National Infrastructure and Construction Pipeline is the UK government’s forward-looking schedule of planned and funded infrastructure and construction projects, providing visibility and certainty to industry and investors.
  • D. National Infrastructure Commission
    The National Infrastructure Commission is an independent body in the United Kingdom that provides expert advice and long-term strategic recommendations on the country’s infrastructure needs and priorities.
  • E. Strategic Transport Projects Review
    The Strategic Transport Projects Review is a long-term planning document that outlines Scotland’s national transport investment priorities and major infrastructure projects.
  • 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: Infrastructure Investment Plan for Scotland
Triple: [National Transport Strategy for Scotland, relatedTo, Infrastructure Investment Plan for Scotland]
Generated description
The Infrastructure Investment Plan for Scotland is a long-term strategic framework that sets out the Scottish Government’s priorities and planned spending on national infrastructure, including transport, to support economic growth, sustainability, and public services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Infrastructure Investment Plan for Scotland
Target entity description: The Infrastructure Investment Plan for Scotland is a long-term strategic framework that sets out the Scottish Government’s priorities and planned spending on national infrastructure, including transport, to support economic growth, sustainability, and public services.
  • A. National Transport Strategy for Scotland
    The National Transport Strategy for Scotland is the Scottish Government’s long-term framework that sets out the vision, priorities, and policies for developing and managing Scotland’s transport system.
  • B. Scottish new towns programme
    The Scottish new towns programme was a post-World War II urban planning initiative that created planned communities across Scotland to alleviate housing shortages, decentralize population, and stimulate regional economic development.
  • C. National Infrastructure and Construction Pipeline
    The National Infrastructure and Construction Pipeline is the UK government’s forward-looking schedule of planned and funded infrastructure and construction projects, providing visibility and certainty to industry and investors.
  • D. National Infrastructure Commission
    The National Infrastructure Commission is an independent body in the United Kingdom that provides expert advice and long-term strategic recommendations on the country’s infrastructure needs and priorities.
  • E. Strategic Transport Projects Review
    The Strategic Transport Projects Review is a long-term planning document that outlines Scotland’s national transport investment priorities and major infrastructure projects.
  • 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_69c0090500f881908374285baf0ac46f completed March 22, 2026, 3:21 p.m.
NER Named-entity recognition batch_69c020f9408481908cf006074c726301 completed March 22, 2026, 5:03 p.m.
NED1 Entity disambiguation (via context triple) batch_69c02878aad8819082d2c8f038b79bc7 completed March 22, 2026, 5:35 p.m.
NEDg Description generation batch_69c033e0043881908c9fca5138398188 completed March 22, 2026, 6:24 p.m.
NED2 Entity disambiguation (via description) batch_69c034664c808190b382f7aad0e3149a completed March 22, 2026, 6:26 p.m.
Created at: March 22, 2026, 3:39 p.m.