Triple

T11556102

Position	Surface form	Disambiguated ID	Type / Status
Subject	Ghana National Fire Service	`E274020`	entity
Predicate	hasTrainingFacility	`P2858`	FINISHED
Object	Ghana National Fire Academy and Training School The Ghana National Fire Academy and Training School is the primary institution in Ghana responsible for training and professional development of firefighters and other fire and rescue personnel.	`E274020`	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: Ghana National Fire Academy and Training School | Statement: [Ghana National Fire Service, hasTrainingFacility, Ghana National Fire Academy and Training School]

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

Target entity: Ghana National Fire Academy and Training School
Context triple: [Ghana National Fire Service, hasTrainingFacility, Ghana National Fire Academy and Training School]

A. Ghana National Fire Service
The Ghana National Fire Service is the state agency responsible for fire prevention, firefighting, and emergency rescue services throughout Ghana.
B. Ghana Institute of Management and Public Administration
The Ghana Institute of Management and Public Administration is a leading public tertiary institution in Ghana specializing in management, business, leadership, and public administration education and training.
C. Mfantsipim School
Mfantsipim School is a prestigious all-boys secondary school in Cape Coast, Ghana, renowned for its academic excellence and historic role in educating many of the country’s prominent leaders.
D. Liberia National Police Training Academy
The Liberia National Police Training Academy is the central institution responsible for educating and preparing recruits and officers for service in Liberia’s national police force.
E. Ghana International School
Ghana International School is a prestigious international co-educational school in Accra, Ghana, known for offering a British-style curriculum to a diverse student body.
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: Ghana National Fire Academy and Training School
Triple: [Ghana National Fire Service, hasTrainingFacility, Ghana National Fire Academy and Training School]

Generated description

The Ghana National Fire Academy and Training School is the primary institution in Ghana responsible for training and professional development of firefighters and other fire and rescue personnel.

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

Target entity: Ghana National Fire Academy and Training School
Target entity description: The Ghana National Fire Academy and Training School is the primary institution in Ghana responsible for training and professional development of firefighters and other fire and rescue personnel.

A. Ghana National Fire Service chosen
The Ghana National Fire Service is the state agency responsible for fire prevention, firefighting, and emergency rescue services throughout Ghana.
B. Ghana Institute of Management and Public Administration
The Ghana Institute of Management and Public Administration is a leading public tertiary institution in Ghana specializing in management, business, leadership, and public administration education and training.
C. Mfantsipim School
Mfantsipim School is a prestigious all-boys secondary school in Cape Coast, Ghana, renowned for its academic excellence and historic role in educating many of the country’s prominent leaders.
D. Liberia National Police Training Academy
The Liberia National Police Training Academy is the central institution responsible for educating and preparing recruits and officers for service in Liberia’s national police force.
E. Ghana International School
Ghana International School is a prestigious international co-educational school in Accra, Ghana, known for offering a British-style curriculum to a diverse student body.
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_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.