Triple

T9918813

Position	Surface form	Disambiguated ID	Type / Status
Subject	Ghana Institute of Management and Public Administration	`E185937`	entity
Predicate	campus	`P269`	FINISHED
Object	Kumasi Campus Kumasi Campus is a regional branch of the Ghana Institute of Management and Public Administration that provides management, leadership, and public administration education and training in the Kumasi area of Ghana.	`E830514`	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: Kumasi Campus | Statement: [Ghana Institute of Management and Public Administration, campus, Kumasi Campus]

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

Target entity: Kumasi Campus
Context triple: [Ghana Institute of Management and Public Administration, campus, Kumasi Campus]

A. Takoradi Campus
Takoradi Campus is a regional campus of the Ghana Institute of Management and Public Administration located in the coastal city of Takoradi, Ghana.
B. Kumasi College of Science and Technology
Kumasi College of Science and Technology was a higher education institution in Ghana that later became part of Kwame Nkrumah University of Science and Technology (KNUST), one of the country’s leading science and technology universities.
C. College of Art, Kumasi
The College of Art in Kumasi is a prominent Ghanaian art school, part of Kwame Nkrumah University of Science and Technology, known for training influential contemporary African artists such as El Anatsui.
D. Bolgatanga Campus
Bolgatanga Campus is a regional branch of the Ghana Institute of Management and Public Administration located in Bolgatanga in Ghana’s Upper East Region, offering tertiary and professional programs in management, public administration, and related fields.
E. Takoradi Technical University
Takoradi Technical University is a public technical higher education institution in Ghana known for offering career-focused engineering, applied science, and vocational programs.
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: Kumasi Campus
Triple: [Ghana Institute of Management and Public Administration, campus, Kumasi Campus]

Generated description

Kumasi Campus is a regional branch of the Ghana Institute of Management and Public Administration that provides management, leadership, and public administration education and training in the Kumasi area of Ghana.

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

Target entity: Kumasi Campus
Target entity description: Kumasi Campus is a regional branch of the Ghana Institute of Management and Public Administration that provides management, leadership, and public administration education and training in the Kumasi area of Ghana.

A. Takoradi Campus
Takoradi Campus is a regional campus of the Ghana Institute of Management and Public Administration located in the coastal city of Takoradi, Ghana.
B. Kumasi College of Science and Technology
Kumasi College of Science and Technology was a higher education institution in Ghana that later became part of Kwame Nkrumah University of Science and Technology (KNUST), one of the country’s leading science and technology universities.
C. College of Art, Kumasi
The College of Art in Kumasi is a prominent Ghanaian art school, part of Kwame Nkrumah University of Science and Technology, known for training influential contemporary African artists such as El Anatsui.
D. Bolgatanga Campus
Bolgatanga Campus is a regional branch of the Ghana Institute of Management and Public Administration located in Bolgatanga in Ghana’s Upper East Region, offering tertiary and professional programs in management, public administration, and related fields.
E. Takoradi Technical University
Takoradi Technical University is a public technical higher education institution in Ghana known for offering career-focused engineering, applied science, and vocational programs.
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_69ca829b45f481909040f7b99a1976ed`	completed	March 30, 2026, 2:03 p.m.
NER	Named-entity recognition	`batch_69cdb5685a908190ab3e55b9bf9613f6`	completed	April 2, 2026, 12:16 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69d228b8974c81909a603407ebe3df1f`	completed	April 5, 2026, 9:17 a.m.
NEDg	Description generation	`batch_69d22990ef5881908b6a6100d7dcf6e6`	completed	April 5, 2026, 9:21 a.m.
NED2	Entity disambiguation (via description)	`batch_69d22a0cb0808190a6119dc0268c50b9`	completed	April 5, 2026, 9:23 a.m.

Created at: March 30, 2026, 8:42 p.m.