Triple

T11555833

Position	Surface form	Disambiguated ID	Type / Status
Subject	Ministry of Finance of Ghana	`E274015`	entity
Predicate	collaboratesWith	`P37`	FINISHED
Object	Ministry of Trade and Industry of Ghana The Ministry of Trade and Industry of Ghana is a government body responsible for formulating and implementing national policies on trade, industry, and private sector development to promote economic growth and industrialization.	`E932892`	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 Trade and Industry of Ghana | Statement: [Ministry of Finance of Ghana, collaboratesWith, Ministry of Trade and Industry of Ghana]

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

Target entity: Ministry of Trade and Industry of Ghana
Context triple: [Ministry of Finance of Ghana, collaboratesWith, Ministry of Trade and Industry of Ghana]

A. Ministry of Finance of Ghana
The Ministry of Finance of Ghana is the central government body responsible for managing the country’s public finances, including budgeting, economic policy, and financial regulation.
B. Ghana Ports and Harbours Authority
The Ghana Ports and Harbours Authority is the state agency responsible for managing and regulating Ghana’s seaports and related maritime infrastructure.
C. Department of Trade and Industry
The Department of Trade and Industry was a former UK government department responsible for business, trade, energy, and industrial policy before its functions were redistributed to newer departments.
D. Ministry of Trade and Industry of Egypt
The Ministry of Trade and Industry of Egypt is the government body responsible for formulating and implementing national policies on trade, industrial development, and export promotion to support the country’s economic growth.
E. Government of Ghana
The Government of Ghana is the central governing authority of the Republic of Ghana, responsible for national administration, policymaking, and management of public resources and institutions.
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 Trade and Industry of Ghana
Triple: [Ministry of Finance of Ghana, collaboratesWith, Ministry of Trade and Industry of Ghana]

Generated description

The Ministry of Trade and Industry of Ghana is a government body responsible for formulating and implementing national policies on trade, industry, and private sector development to promote economic growth and industrialization.

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

Target entity: Ministry of Trade and Industry of Ghana
Target entity description: The Ministry of Trade and Industry of Ghana is a government body responsible for formulating and implementing national policies on trade, industry, and private sector development to promote economic growth and industrialization.

A. Ministry of Finance of Ghana
The Ministry of Finance of Ghana is the central government body responsible for managing the country’s public finances, including budgeting, economic policy, and financial regulation.
B. Ghana Ports and Harbours Authority
The Ghana Ports and Harbours Authority is the state agency responsible for managing and regulating Ghana’s seaports and related maritime infrastructure.
C. Department of Trade and Industry
The Department of Trade and Industry was a former UK government department responsible for business, trade, energy, and industrial policy before its functions were redistributed to newer departments.
D. Ministry of Trade and Industry of Egypt
The Ministry of Trade and Industry of Egypt is the government body responsible for formulating and implementing national policies on trade, industrial development, and export promotion to support the country’s economic growth.
E. Government of Ghana
The Government of Ghana is the central governing authority of the Republic of Ghana, responsible for national administration, policymaking, and management of public resources and institutions.
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_69d6aae4dfa48190a3ab0b19a159a3c5`	completed	April 8, 2026, 7:22 p.m.
NER	Named-entity recognition	`batch_69d88a86be308190973fea5d7db8ba9d`	completed	April 10, 2026, 5:28 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69e6e865c3008190bc2f04a1048f2fed`	completed	April 21, 2026, 3 a.m.
NEDg	Description generation	`batch_69e6ef93e7d88190af3853b82de23c1b`	completed	April 21, 2026, 3:31 a.m.
NED2	Entity disambiguation (via description)	`batch_69e6f9144afc819081ee7f78e32ad39a`	completed	April 21, 2026, 4:12 a.m.

Created at: April 8, 2026, 9:37 p.m.