Triple

T7152190

Position	Surface form	Disambiguated ID	Type / Status
Subject	Lilongwe	`E166716`	entity
Predicate	hasUniversity	`P113`	FINISHED
Object	Lilongwe University of Agriculture and Natural Resources Lilongwe University of Agriculture and Natural Resources is a public higher education institution in Malawi specializing in agriculture, natural resources, and related applied sciences.	`E646079`	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: Lilongwe University of Agriculture and Natural Resources | Statement: [Lilongwe, hasUniversity, Lilongwe University of Agriculture and Natural Resources]

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

Target entity: Lilongwe University of Agriculture and Natural Resources
Context triple: [Lilongwe, hasUniversity, Lilongwe University of Agriculture and Natural Resources]

A. University of Lusaka
The University of Lusaka is a private higher education institution in Zambia’s capital that offers a range of undergraduate and postgraduate programs across fields such as business, law, health sciences, and social sciences.
B. University of Zambia
The University of Zambia is the largest and oldest public university in Zambia, recognized as the country’s premier institution for higher education and research.
C. University of Swaziland
The University of Swaziland is the main public higher education institution in Eswatini, offering a range of undergraduate and postgraduate programs across multiple campuses.
D. Lupane State University
Lupane State University is a public higher education institution in Zimbabwe known for offering degree programs in areas such as agriculture, commerce, and social sciences, primarily serving the Matabeleland region.
E. Nkumba University
Nkumba University is a private higher education institution in Uganda known for offering a range of undergraduate and postgraduate programs in fields such as business, education, social sciences, and applied sciences.
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: Lilongwe University of Agriculture and Natural Resources
Triple: [Lilongwe, hasUniversity, Lilongwe University of Agriculture and Natural Resources]

Generated description

Lilongwe University of Agriculture and Natural Resources is a public higher education institution in Malawi specializing in agriculture, natural resources, and related applied sciences.

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

Target entity: Lilongwe University of Agriculture and Natural Resources
Target entity description: Lilongwe University of Agriculture and Natural Resources is a public higher education institution in Malawi specializing in agriculture, natural resources, and related applied sciences.

A. University of Lusaka
The University of Lusaka is a private higher education institution in Zambia’s capital that offers a range of undergraduate and postgraduate programs across fields such as business, law, health sciences, and social sciences.
B. University of Zambia
The University of Zambia is the largest and oldest public university in Zambia, recognized as the country’s premier institution for higher education and research.
C. University of Swaziland
The University of Swaziland is the main public higher education institution in Eswatini, offering a range of undergraduate and postgraduate programs across multiple campuses.
D. Lupane State University
Lupane State University is a public higher education institution in Zimbabwe known for offering degree programs in areas such as agriculture, commerce, and social sciences, primarily serving the Matabeleland region.
E. Nkumba University
Nkumba University is a private higher education institution in Uganda known for offering a range of undergraduate and postgraduate programs in fields such as business, education, social sciences, and applied sciences.
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_69c68886779c8190a8e3fbabffe68253`	completed	March 27, 2026, 1:39 p.m.
NER	Named-entity recognition	`batch_69c6e7f3e4a88190a3110f2368262528`	completed	March 27, 2026, 8:26 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69c7adad45208190a8e09173a4d26591`	completed	March 28, 2026, 10:30 a.m.
NEDg	Description generation	`batch_69c7aeb1c59c8190b02fcb731003ad31`	completed	March 28, 2026, 10:34 a.m.
NED2	Entity disambiguation (via description)	`batch_69c7af2ad8a081909185cfd3a3d4e4d0`	completed	March 28, 2026, 10:36 a.m.

Created at: March 27, 2026, 2:46 p.m.