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.