Triple
T19056439
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hakainde Hichilema |
E466407
|
entity |
| Predicate | educatedAt |
P5
|
FINISHED |
| Object | University of Zambia |
—
|
NE NERFINISHED |
How this triple was built (2 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: University of Zambia | Statement: [Hakainde Hichilema, educatedAt, University of Zambia]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: University of Zambia Context triple: [Hakainde Hichilema, educatedAt, University of Zambia]
-
A.
University of Zambia
chosen
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.
-
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.
Copperbelt University
Copperbelt University is a major public university in Zambia known for its programs in engineering, natural sciences, business, and environmental studies.
-
D.
University of Zimbabwe
The University of Zimbabwe is the oldest and largest public university in Zimbabwe, recognized as the country’s premier institution of higher education and research.
-
E.
Rusangu University
Rusangu University is a Seventh-day Adventist institution of higher learning in Zambia known for integrating Christian values with academic programs.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69d8dd040fb881909af2a964f65ad208 |
completed | April 10, 2026, 11:20 a.m. |
| NER | Named-entity recognition | batch_69e5dc067f788190b3b149dfee370435 |
completed | April 20, 2026, 7:55 a.m. |
Created at: April 10, 2026, 12:03 p.m.