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.