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.