Triple

T14459683
Position Surface form Disambiguated ID Type / Status
Subject Scottish Fiscal Commission E358547 entity
Predicate publishes P80 FINISHED
Object Scottish Economic and Fiscal Forecasts
Scottish Economic and Fiscal Forecasts is an official report providing independent projections of Scotland’s economy and public finances.
E358547 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: Scottish Economic and Fiscal Forecasts | Statement: [Scottish Fiscal Commission, publishes, Scottish Economic and Fiscal Forecasts]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Scottish Economic and Fiscal Forecasts
Context triple: [Scottish Fiscal Commission, publishes, Scottish Economic and Fiscal Forecasts]
  • A. Scottish Fiscal Commission
    The Scottish Fiscal Commission is an independent public body that provides official forecasts and analysis of Scotland’s public finances to inform the Scottish Government’s budget and fiscal policy.
  • B. Scottish Government taxation strategy
    The Scottish Government taxation strategy is the overarching policy framework that sets out how Scotland designs, implements, and manages its devolved tax system to fund public services and support economic and social objectives.
  • C. National Planning Framework for Scotland
    The National Planning Framework for Scotland is the Scottish Government’s long-term spatial strategy that guides where development and infrastructure should occur to support sustainable economic growth and community wellbeing across the country.
  • D. 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.
  • E. European Economic Forecasts
    European Economic Forecasts are regular macroeconomic projections for EU member states and the euro area, providing assessments of growth, inflation, employment, and public finances to inform economic policy-making.
  • 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: Scottish Economic and Fiscal Forecasts
Triple: [Scottish Fiscal Commission, publishes, Scottish Economic and Fiscal Forecasts]
Generated description
Scottish Economic and Fiscal Forecasts is an official report providing independent projections of Scotland’s economy and public finances.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Scottish Economic and Fiscal Forecasts
Target entity description: Scottish Economic and Fiscal Forecasts is an official report providing independent projections of Scotland’s economy and public finances.
  • A. Scottish Fiscal Commission chosen
    The Scottish Fiscal Commission is an independent public body that provides official forecasts and analysis of Scotland’s public finances to inform the Scottish Government’s budget and fiscal policy.
  • B. Scottish Government taxation strategy
    The Scottish Government taxation strategy is the overarching policy framework that sets out how Scotland designs, implements, and manages its devolved tax system to fund public services and support economic and social objectives.
  • C. National Planning Framework for Scotland
    The National Planning Framework for Scotland is the Scottish Government’s long-term spatial strategy that guides where development and infrastructure should occur to support sustainable economic growth and community wellbeing across the country.
  • D. 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.
  • E. European Economic Forecasts
    European Economic Forecasts are regular macroeconomic projections for EU member states and the euro area, providing assessments of growth, inflation, employment, and public finances to inform economic policy-making.
  • F. None of above.

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_69d82794dfa081909b9134ad2e32244b completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de91aabebc819097eb61b2d81c9a91 completed April 14, 2026, 7:12 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd64935d8081908e5b0e80027948e0 completed May 8, 2026, 4:20 a.m.
NEDg Description generation batch_69fd65cf06308190bf7b6463bc109542 completed May 8, 2026, 4:25 a.m.
NED2 Entity disambiguation (via description) batch_69fd66476ab88190b2d410ced33ce34b completed May 8, 2026, 4:27 a.m.
Created at: April 10, 2026, 1:19 a.m.