Triple

T10230921

Position	Surface form	Disambiguated ID	Type / Status
Subject	NBK	`E243336`	entity
Predicate	cooperatesWith	`P435`	FINISHED
Object	Ministry of Finance of Kazakhstan The Ministry of Finance of Kazakhstan is the central government body responsible for formulating and implementing the country’s fiscal policy, managing the state budget, and overseeing public financial management.	`E851386`	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: Ministry of Finance of Kazakhstan | Statement: [NBK, cooperatesWith, Ministry of Finance of Kazakhstan]

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

Target entity: Ministry of Finance of Kazakhstan
Context triple: [NBK, cooperatesWith, Ministry of Finance of Kazakhstan]

A. Ministry of Treasury and Finance of Turkey
The Ministry of Treasury and Finance of Turkey is the central government body responsible for managing the country’s public finances, fiscal policy, and treasury operations.
B. Government of Kazakhstan
The Government of Kazakhstan is the central executive authority of the Republic of Kazakhstan, responsible for national policy-making, administration, and implementation of laws across the country.
C. Ministry of Economy and Finance of South Korea
The Ministry of Economy and Finance of South Korea is the central government body responsible for formulating and coordinating the country’s economic, fiscal, and budgetary policies.
D. National Bank of Kazakhstan
The National Bank of Kazakhstan is the country's central bank, responsible for monetary policy, financial stability, and issuance of the national currency, the tenge.
E. Ministry of Finance of Afghanistan
The Ministry of Finance of Afghanistan is the national government body responsible for managing the country’s public finances, including budgeting, revenue collection, and fiscal 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: Ministry of Finance of Kazakhstan
Triple: [NBK, cooperatesWith, Ministry of Finance of Kazakhstan]

Generated description

The Ministry of Finance of Kazakhstan is the central government body responsible for formulating and implementing the country’s fiscal policy, managing the state budget, and overseeing public financial management.

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

Target entity: Ministry of Finance of Kazakhstan
Target entity description: The Ministry of Finance of Kazakhstan is the central government body responsible for formulating and implementing the country’s fiscal policy, managing the state budget, and overseeing public financial management.

A. Ministry of Treasury and Finance of Turkey
The Ministry of Treasury and Finance of Turkey is the central government body responsible for managing the country’s public finances, fiscal policy, and treasury operations.
B. Government of Kazakhstan
The Government of Kazakhstan is the central executive authority of the Republic of Kazakhstan, responsible for national policy-making, administration, and implementation of laws across the country.
C. Ministry of Economy and Finance of South Korea
The Ministry of Economy and Finance of South Korea is the central government body responsible for formulating and coordinating the country’s economic, fiscal, and budgetary policies.
D. National Bank of Kazakhstan
The National Bank of Kazakhstan is the country's central bank, responsible for monetary policy, financial stability, and issuance of the national currency, the tenge.
E. Ministry of Finance of Afghanistan
The Ministry of Finance of Afghanistan is the national government body responsible for managing the country’s public finances, including budgeting, revenue collection, and fiscal 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_69d381b0f97c819085c9b45799a5fb7c`	completed	April 6, 2026, 9:49 a.m.
NER	Named-entity recognition	`batch_69d4d20a25dc8190bd448f7ba7a13cbd`	completed	April 7, 2026, 9:44 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69d6f740ce188190aa1b3a5cf656a959`	completed	April 9, 2026, 12:48 a.m.
NEDg	Description generation	`batch_69d6fa2ea97081908395048218c0592b`	completed	April 9, 2026, 1 a.m.
NED2	Entity disambiguation (via description)	`batch_69d6fcb5dc4c8190944a423a9d16a4b8`	completed	April 9, 2026, 1:11 a.m.

Created at: April 6, 2026, 11:19 a.m.