Triple

T10924718
Position Surface form Disambiguated ID Type / Status
Subject national fiscal framework of Kenya E258035 entity
Predicate guidedBy P12723 FINISHED
Object Medium-Term Expenditure Framework of Kenya
The Medium-Term Expenditure Framework of Kenya is a multi-year budgeting and planning system that links government policy priorities to available resources to improve fiscal discipline, allocation efficiency, and public service delivery.
E258035 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: Medium-Term Expenditure Framework of Kenya | Statement: [national fiscal framework of Kenya, guidedBy, Medium-Term Expenditure Framework of Kenya]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Medium-Term Expenditure Framework of Kenya
Context triple: [national fiscal framework of Kenya, guidedBy, Medium-Term Expenditure Framework of Kenya]
  • A. national fiscal framework of Kenya
    The national fiscal framework of Kenya is the overarching system of policies, laws, and procedures that guide the country’s budgeting, revenue collection, public spending, and debt management.
  • B. Department of Public Expenditure, National Development Plan Delivery and Reform
    The Department of Public Expenditure, National Development Plan Delivery and Reform is an Irish government department responsible for overseeing public spending, implementing the National Development Plan, and driving public sector reform.
  • C. One Budgetary Framework
    One Budgetary Framework is a core component of the UN “Delivering as One” approach that consolidates and aligns all UN funding in a country into a single, coherent budget to improve coordination, transparency, and effectiveness of development assistance.
  • D. multiannual financial framework of the European Union
    The multiannual financial framework of the European Union is the EU’s long-term budget plan that sets binding expenditure ceilings and priorities over a multi-year period, guiding how EU funds are allocated and spent.
  • E. Kenyan Ministry of Finance
    The Kenyan Ministry of Finance is the government department responsible for managing Kenya’s public finances, including budgeting, taxation, and economic policy.
  • 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: Medium-Term Expenditure Framework of Kenya
Triple: [national fiscal framework of Kenya, guidedBy, Medium-Term Expenditure Framework of Kenya]
Generated description
The Medium-Term Expenditure Framework of Kenya is a multi-year budgeting and planning system that links government policy priorities to available resources to improve fiscal discipline, allocation efficiency, and public service delivery.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Medium-Term Expenditure Framework of Kenya
Target entity description: The Medium-Term Expenditure Framework of Kenya is a multi-year budgeting and planning system that links government policy priorities to available resources to improve fiscal discipline, allocation efficiency, and public service delivery.
  • A. national fiscal framework of Kenya chosen
    The national fiscal framework of Kenya is the overarching system of policies, laws, and procedures that guide the country’s budgeting, revenue collection, public spending, and debt management.
  • B. Department of Public Expenditure, National Development Plan Delivery and Reform
    The Department of Public Expenditure, National Development Plan Delivery and Reform is an Irish government department responsible for overseeing public spending, implementing the National Development Plan, and driving public sector reform.
  • C. One Budgetary Framework
    One Budgetary Framework is a core component of the UN “Delivering as One” approach that consolidates and aligns all UN funding in a country into a single, coherent budget to improve coordination, transparency, and effectiveness of development assistance.
  • D. multiannual financial framework of the European Union
    The multiannual financial framework of the European Union is the EU’s long-term budget plan that sets binding expenditure ceilings and priorities over a multi-year period, guiding how EU funds are allocated and spent.
  • E. Kenyan Ministry of Finance
    The Kenyan Ministry of Finance is the government department responsible for managing Kenya’s public finances, including budgeting, taxation, and economic policy.
  • 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_69d6aa864ed88190818280ab6791d065 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d7708f7ab48190b60a4bb8fdb17c8e completed April 9, 2026, 9:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69e217369b648190914c58db6f6e0200 completed April 17, 2026, 11:19 a.m.
NEDg Description generation batch_69e21d8a2e6881909b33cbe4ab919315 completed April 17, 2026, 11:46 a.m.
NED2 Entity disambiguation (via description) batch_69e21eaa1e9881909f3b276e0ff0c511 completed April 17, 2026, 11:51 a.m.
Created at: April 8, 2026, 9:22 p.m.