Triple

T11794157

Position	Surface form	Disambiguated ID	Type / Status
Subject	Cabinet of Ghana	`E280461`	entity
Predicate	hasPart	`P35`	FINISHED
Object	Ministry of Transport of Ghana The Ministry of Transport of Ghana is the government body responsible for formulating and implementing national policies on transportation, including road, rail, air, and maritime sectors in Ghana.	`E947173`	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 Transport of Ghana | Statement: [Cabinet of Ghana, hasPart, Ministry of Transport of Ghana]

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

Target entity: Ministry of Transport of Ghana
Context triple: [Cabinet of Ghana, hasPart, Ministry of Transport of Ghana]

A. Ministry of Roads and Highways of Ghana
The Ministry of Roads and Highways of Ghana is the government body responsible for planning, developing, and maintaining the country’s road and highway infrastructure.
B. Ministry of Works and Housing of Ghana
The Ministry of Works and Housing of Ghana is a government ministry responsible for national policy, planning, and implementation in the areas of public infrastructure, construction, and housing development.
C. 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.
D. Ministry of Transport
The Ministry of Transport is Egypt’s government body responsible for planning, regulating, and overseeing the country’s transportation infrastructure and services across road, rail, maritime, and other transit sectors.
E. 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.
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 Transport of Ghana
Triple: [Cabinet of Ghana, hasPart, Ministry of Transport of Ghana]

Generated description

The Ministry of Transport of Ghana is the government body responsible for formulating and implementing national policies on transportation, including road, rail, air, and maritime sectors in Ghana.

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

Target entity: Ministry of Transport of Ghana
Target entity description: The Ministry of Transport of Ghana is the government body responsible for formulating and implementing national policies on transportation, including road, rail, air, and maritime sectors in Ghana.

A. Ministry of Roads and Highways of Ghana
The Ministry of Roads and Highways of Ghana is the government body responsible for planning, developing, and maintaining the country’s road and highway infrastructure.
B. Ministry of Works and Housing of Ghana
The Ministry of Works and Housing of Ghana is a government ministry responsible for national policy, planning, and implementation in the areas of public infrastructure, construction, and housing development.
C. 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.
D. Ministry of Transport
The Ministry of Transport is Egypt’s government body responsible for planning, regulating, and overseeing the country’s transportation infrastructure and services across road, rail, maritime, and other transit sectors.
E. 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.
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_69d6ab258b808190b1735835c841e3a4`	completed	April 8, 2026, 7:23 p.m.
NER	Named-entity recognition	`batch_69d8a5a082d08190a42541396a06ed98`	completed	April 10, 2026, 7:24 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69f130fd7b9881909e79ecb49fe98d30`	completed	April 28, 2026, 10:13 p.m.
NEDg	Description generation	`batch_69f141b1c50c819081a8055d951a49de`	completed	April 28, 2026, 11:24 p.m.
NED2	Entity disambiguation (via description)	`batch_69f14fcb63208190ad1185ad66314fa9`	completed	April 29, 2026, 12:24 a.m.

Created at: April 8, 2026, 9:42 p.m.