Triple
T7662946
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mamphela Ramphele |
E173551
|
entity |
| Predicate | coFounded |
P104
|
FINISHED |
| Object |
Agang South Africa
Agang South Africa is a South African political party founded in 2013 that advocates for clean governance, constitutionalism, and social justice.
|
E680061
|
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: Agang South Africa | Statement: [Mamphela Ramphele, coFounded, Agang South Africa]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Agang South Africa Context triple: [Mamphela Ramphele, coFounded, Agang South Africa]
-
A.
Kwaluseni
Kwaluseni is a town in Eswatini known primarily as the main campus site of the University of Eswatini.
-
B.
South Africa
South Africa is a country at the southern tip of the African continent, known for its cultural and linguistic diversity, complex history of apartheid and democratic transition, and significant economic and political influence in the region.
-
C.
Mbuzini, South Africa
Mbuzini, South Africa is a rural village near the border with Mozambique best known as the site of the 1986 plane crash that killed Mozambican president Samora Machel.
-
D.
Saint-Affrique
Saint-Affrique is a small historic town in southern France known for its rural charm and location in the Aveyron department.
-
E.
Vereeniging, South Africa
Vereeniging is an industrial city in South Africa’s Gauteng province, historically known for its steel and coal industries and its role in the country’s mining and manufacturing economy.
- 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: Agang South Africa Triple: [Mamphela Ramphele, coFounded, Agang South Africa]
Generated description
Agang South Africa is a South African political party founded in 2013 that advocates for clean governance, constitutionalism, and social justice.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Agang South Africa Target entity description: Agang South Africa is a South African political party founded in 2013 that advocates for clean governance, constitutionalism, and social justice.
-
A.
Kwaluseni
Kwaluseni is a town in Eswatini known primarily as the main campus site of the University of Eswatini.
-
B.
South Africa
South Africa is a country at the southern tip of the African continent, known for its cultural and linguistic diversity, complex history of apartheid and democratic transition, and significant economic and political influence in the region.
-
C.
Mbuzini, South Africa
Mbuzini, South Africa is a rural village near the border with Mozambique best known as the site of the 1986 plane crash that killed Mozambican president Samora Machel.
-
D.
Saint-Affrique
Saint-Affrique is a small historic town in southern France known for its rural charm and location in the Aveyron department.
-
E.
Vereeniging, South Africa
Vereeniging is an industrial city in South Africa’s Gauteng province, historically known for its steel and coal industries and its role in the country’s mining and manufacturing economy.
- 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_69c69955517c819085bc715b96d304d2 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c701a74a2c81909f78ab2de7ce807c |
completed | March 27, 2026, 10:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c89b1aaef081908d1d181ea7c28c2f |
completed | March 29, 2026, 3:23 a.m. |
| NEDg | Description generation | batch_69c89e177fd08190a6f3a70cf32365d9 |
completed | March 29, 2026, 3:35 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c89e7328f4819088651b60e7af457d |
completed | March 29, 2026, 3:37 a.m. |
Created at: March 27, 2026, 3:59 p.m.