Triple
T18656455
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Rupiah Banda |
E456076
|
entity |
| Predicate | spouse |
P13
|
FINISHED |
| Object |
Hope Mwansa Makulu
Hope Mwansa Makulu is a Zambian public figure best known as the wife of former Zambian president Rupiah Banda.
|
E1341622
|
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: Hope Mwansa Makulu | Statement: [Rupiah Banda, spouse, Hope Mwansa Makulu]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hope Mwansa Makulu Context triple: [Rupiah Banda, spouse, Hope Mwansa Makulu]
-
A.
Elizabeth Macheka
Elizabeth Macheka is a Zimbabwean public figure best known as the wife of the late opposition leader and former Prime Minister Morgan Tsvangirai.
-
B.
Edelgard Nkobi
Edelgard Nkobi was the wife of South African anti-apartheid activist Denis Goldberg and a fellow supporter of the struggle against apartheid.
-
C.
Tongayi Chirisa
Tongayi Chirisa is a Zimbabwean actor known for his work in American television and film, including prominent roles in comedy and drama series.
-
D.
Tindyebwa Agaba Wise
Tindyebwa Agaba Wise is a Rwandan-born British activist and former child soldier who became known for his work on human rights and refugee issues after being adopted by actress Emma Thompson.
-
E.
Vuyani Bungu
Vuyani Bungu is a South African former professional boxer and long-reigning IBF super bantamweight world champion known for his technical skill and notable bouts in the 1990s.
- 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: Hope Mwansa Makulu Triple: [Rupiah Banda, spouse, Hope Mwansa Makulu]
Generated description
Hope Mwansa Makulu is a Zambian public figure best known as the wife of former Zambian president Rupiah Banda.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Hope Mwansa Makulu Target entity description: Hope Mwansa Makulu is a Zambian public figure best known as the wife of former Zambian president Rupiah Banda.
-
A.
Elizabeth Macheka
Elizabeth Macheka is a Zimbabwean public figure best known as the wife of the late opposition leader and former Prime Minister Morgan Tsvangirai.
-
B.
Edelgard Nkobi
Edelgard Nkobi was the wife of South African anti-apartheid activist Denis Goldberg and a fellow supporter of the struggle against apartheid.
-
C.
Tongayi Chirisa
Tongayi Chirisa is a Zimbabwean actor known for his work in American television and film, including prominent roles in comedy and drama series.
-
D.
Tindyebwa Agaba Wise
Tindyebwa Agaba Wise is a Rwandan-born British activist and former child soldier who became known for his work on human rights and refugee issues after being adopted by actress Emma Thompson.
-
E.
Vuyani Bungu
Vuyani Bungu is a South African former professional boxer and long-reigning IBF super bantamweight world champion known for his technical skill and notable bouts in the 1990s.
- 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_69d8d38ea1e88190997e9b231190ba6f |
completed | April 10, 2026, 10:40 a.m. |
| NER | Named-entity recognition | batch_69e55084ca3481909ff3fd9045f25dcd |
completed | April 19, 2026, 10 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a053d24ae1c8190b8e35f2413560046 |
completed | May 14, 2026, 3:10 a.m. |
| NEDg | Description generation | batch_6a053ee038708190a242cb62fee15302 |
completed | May 14, 2026, 3:17 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a053fba29208190ac0ee5a05522a7e2 |
completed | May 14, 2026, 3:21 a.m. |
Created at: April 10, 2026, 11:47 a.m.