Triple
T16368449
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kabwe |
E397497
|
entity |
| Predicate | hasEducationalInstitution |
P113
|
FINISHED |
| Object |
Mulungushi University (near Kabwe)
Mulungushi University (near Kabwe) is a public Zambian university known for offering a range of undergraduate and postgraduate programs in fields such as business, education, agriculture, and social sciences.
|
E1209226
|
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: Mulungushi University (near Kabwe) | Statement: [Kabwe, hasEducationalInstitution, Mulungushi University (near Kabwe)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mulungushi University (near Kabwe) Context triple: [Kabwe, hasEducationalInstitution, Mulungushi University (near Kabwe)]
-
A.
Copperbelt University
Copperbelt University is a major public university in Zambia known for its programs in engineering, natural sciences, business, and environmental studies.
-
B.
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.
-
C.
Lusaka Apex Medical University
Lusaka Apex Medical University is a private medical university in Zambia that focuses on training healthcare professionals and advancing medical education and research.
-
D.
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.
-
E.
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.
- 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: Mulungushi University (near Kabwe) Triple: [Kabwe, hasEducationalInstitution, Mulungushi University (near Kabwe)]
Generated description
Mulungushi University (near Kabwe) is a public Zambian university known for offering a range of undergraduate and postgraduate programs in fields such as business, education, agriculture, and social sciences.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mulungushi University (near Kabwe) Target entity description: Mulungushi University (near Kabwe) is a public Zambian university known for offering a range of undergraduate and postgraduate programs in fields such as business, education, agriculture, and social sciences.
-
A.
Copperbelt University
Copperbelt University is a major public university in Zambia known for its programs in engineering, natural sciences, business, and environmental studies.
-
B.
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.
-
C.
Lusaka Apex Medical University
Lusaka Apex Medical University is a private medical university in Zambia that focuses on training healthcare professionals and advancing medical education and research.
-
D.
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.
-
E.
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.
- 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_69d87f2778dc8190aa95c7572db127e6 |
completed | April 10, 2026, 4:40 a.m. |
| NER | Named-entity recognition | batch_69e2ff3f0694819097faa1c1447a9e97 |
completed | April 18, 2026, 3:49 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a002dc29f088190ba5d69ff3c12a251 |
completed | May 10, 2026, 7:03 a.m. |
| NEDg | Description generation | batch_6a002ec2fd948190878af958d0b90ce6 |
completed | May 10, 2026, 7:07 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a00312a4fc48190b6bd6ad9db71bb4d |
completed | May 10, 2026, 7:18 a.m. |
Created at: April 10, 2026, 5:08 a.m.