Triple

T2359035

Position	Surface form	Disambiguated ID	Type / Status
Subject	Kenyan Ministry of Finance	`E47227`	entity
Predicate	governs	`P760`	FINISHED
Object	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.	`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: national fiscal framework of Kenya | Statement: [Kenyan Ministry of Finance, governs, national fiscal framework of Kenya]

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

Target entity: national fiscal framework of Kenya
Context triple: [Kenyan Ministry of Finance, governs, national fiscal framework of Kenya]

A. 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.
B. Constitution of Kenya
The Constitution of Kenya is the supreme law that establishes the structure, powers, and principles of Kenya’s government and guarantees fundamental rights for its citizens.
C. Government of Kenya
The Government of Kenya is the central governing authority of the Republic of Kenya, responsible for national policy, administration, and public services across the country.
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. Cabinet of Kenya
The Cabinet of Kenya is the executive decision-making body of the Kenyan government, composed of the President, Deputy President, and appointed Cabinet Secretaries who oversee various ministries and implement national 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: national fiscal framework of Kenya
Triple: [Kenyan Ministry of Finance, governs, national fiscal framework of Kenya]

Generated description

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.

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

Target entity: national fiscal framework of Kenya
Target entity description: 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.

A. 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.
B. Constitution of Kenya
The Constitution of Kenya is the supreme law that establishes the structure, powers, and principles of Kenya’s government and guarantees fundamental rights for its citizens.
C. Government of Kenya
The Government of Kenya is the central governing authority of the Republic of Kenya, responsible for national policy, administration, and public services across the country.
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. Cabinet of Kenya
The Cabinet of Kenya is the executive decision-making body of the Kenyan government, composed of the President, Deputy President, and appointed Cabinet Secretaries who oversee various ministries and implement national policy.
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_69a88a1a4a6081908645b0f2914521ab`	completed	March 4, 2026, 7:38 p.m.
NER	Named-entity recognition	`batch_69abc720b9048190a5d3b19e5e1f373a`	completed	March 7, 2026, 6:35 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69ae9638ef948190adf945aba42fac76`	completed	March 9, 2026, 9:43 a.m.
NEDg	Description generation	`batch_69ae96fc0b508190b1da6aa41cddc488`	completed	March 9, 2026, 9:46 a.m.
NED2	Entity disambiguation (via description)	`batch_69ae977e539c81909cef638cc61e5ec1`	completed	March 9, 2026, 9:48 a.m.

Created at: March 4, 2026, 7:55 p.m.