Triple

T1291654

Position	Surface form	Disambiguated ID	Type / Status
Subject	Transport Scotland	`E27560`	entity
Predicate	publishes	`P80`	FINISHED
Object	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.	`E147210`	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: National Transport Strategy for Scotland | Statement: [Transport Scotland, publishes, National Transport Strategy for Scotland]

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

Target entity: National Transport Strategy for Scotland
Context triple: [Transport Scotland, publishes, National Transport Strategy for Scotland]

A. Strathclyde Partnership for Transport
Strathclyde Partnership for Transport is the regional public transport authority for the Strathclyde area of Scotland, responsible for planning, coordinating, and operating key transport services including Glasgow’s subway 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. Transport Scotland
Transport Scotland is the national transport agency of the Scottish Government responsible for planning, funding, and managing Scotland’s trunk roads, rail, ferries, and other key transport infrastructure.
D. Greater Manchester Transport Strategy
The Greater Manchester Transport Strategy is a long-term regional plan that sets out how transport across Greater Manchester will be developed and improved to support economic growth, sustainability, and better connectivity.
E. Edinburgh Trams
Edinburgh Trams is a modern light rail system in Edinburgh, Scotland, providing urban and suburban passenger transport across the city.
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: National Transport Strategy for Scotland
Triple: [Transport Scotland, publishes, National Transport Strategy for Scotland]

Generated description

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.

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

Target entity: National Transport Strategy for Scotland
Target entity description: 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.

A. Strathclyde Partnership for Transport
Strathclyde Partnership for Transport is the regional public transport authority for the Strathclyde area of Scotland, responsible for planning, coordinating, and operating key transport services including Glasgow’s subway 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. Transport Scotland
Transport Scotland is the national transport agency of the Scottish Government responsible for planning, funding, and managing Scotland’s trunk roads, rail, ferries, and other key transport infrastructure.
D. Greater Manchester Transport Strategy
The Greater Manchester Transport Strategy is a long-term regional plan that sets out how transport across Greater Manchester will be developed and improved to support economic growth, sustainability, and better connectivity.
E. Edinburgh Trams
Edinburgh Trams is a modern light rail system in Edinburgh, Scotland, providing urban and suburban passenger transport across the city.
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_69a496d4ec448190ad653b2590c46711`	completed	March 1, 2026, 7:43 p.m.
NER	Named-entity recognition	`batch_69a4c0d7d15081909d3af19b9297f1cc`	completed	March 1, 2026, 10:42 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69acacbf0cf48190937f620900b08d3f`	completed	March 7, 2026, 10:54 p.m.
NEDg	Description generation	`batch_69acad34fc008190a9c06be5cbe8e8c3`	completed	March 7, 2026, 10:56 p.m.
NED2	Entity disambiguation (via description)	`batch_69acadc3ceb48190a9d67c8e90034c49`	completed	March 7, 2026, 10:59 p.m.

Created at: March 1, 2026, 7:51 p.m.