Triple

T1604621

Position	Surface form	Disambiguated ID	Type / Status
Subject	Greater Accra Region	`E34472`	entity
Predicate	containsUniversity	`P3445`	FINISHED
Object	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.	`E185937`	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 Institute of Management and Public Administration | Statement: [Greater Accra Region, containsUniversity, Ghana Institute of Management and Public Administration]

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

Target entity: Ghana Institute of Management and Public Administration
Context triple: [Greater Accra Region, containsUniversity, Ghana Institute of Management and Public Administration]

A. University of Ghana
The University of Ghana is the country’s oldest and largest public university, renowned as a leading center of higher education and research in West Africa.
B. University of Professional Studies Accra
The University of Professional Studies Accra is a public university in Ghana renowned for its focus on business, management, and professional studies.
C. 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.
D. Midlands State University
Midlands State University is a public higher education institution in Zimbabwe known for its diverse academic programs and multi-campus system, with its main campus located in Gweru.
E. Africa University
Africa University is a private, pan-African United Methodist-related institution of higher learning located near Mutare in eastern Zimbabwe.
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 Institute of Management and Public Administration
Triple: [Greater Accra Region, containsUniversity, Ghana Institute of Management and Public Administration]

Generated description

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.

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

Target entity: Ghana Institute of Management and Public Administration
Target entity description: 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.

A. University of Ghana
The University of Ghana is the country’s oldest and largest public university, renowned as a leading center of higher education and research in West Africa.
B. University of Professional Studies Accra
The University of Professional Studies Accra is a public university in Ghana renowned for its focus on business, management, and professional studies.
C. 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.
D. Midlands State University
Midlands State University is a public higher education institution in Zimbabwe known for its diverse academic programs and multi-campus system, with its main campus located in Gweru.
E. Africa University
Africa University is a private, pan-African United Methodist-related institution of higher learning located near Mutare in eastern Zimbabwe.
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_69a885fea6a481909fe83ba6441f1774`	completed	March 4, 2026, 7:20 p.m.
NER	Named-entity recognition	`batch_69a9096a165c8190aec1d2ae6bd10e18`	completed	March 5, 2026, 4:41 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69ad608dfc688190a81a502c810f67fb`	completed	March 8, 2026, 11:42 a.m.
NEDg	Description generation	`batch_69ad61e9f1e88190abdd07084e107fca`	completed	March 8, 2026, 11:47 a.m.
NED2	Entity disambiguation (via description)	`batch_69ad625af68481908dc5d43781aeff03`	completed	March 8, 2026, 11:49 a.m.

Created at: March 4, 2026, 7:28 p.m.