Triple

T22332104
Position Surface form Disambiguated ID Type / Status
Subject University of the North E552047 entity
Predicate notableAlumnus P304 FINISHED
Object Ngoako Ramatlhodi
Ngoako Ramatlhodi is a South African politician and lawyer who has served in various ministerial roles in the post-apartheid government.
E1531436 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: Ngoako Ramatlhodi | Statement: [University of the North, notableAlumnus, Ngoako Ramatlhodi]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ngoako Ramatlhodi
Context triple: [University of the North, notableAlumnus, Ngoako Ramatlhodi]
  • A. Dumisa Ntsebeza
    Dumisa Ntsebeza is a South African lawyer, human rights advocate, and former Truth and Reconciliation Commission commissioner known for his work on transitional justice and constitutional law.
  • B. Fikile Mbalula
    Fikile Mbalula is a South African politician and senior African National Congress figure who has held several key government and party leadership positions, including serving as ANC Secretary-General.
  • C. Elias Motsoaledi
    Elias Motsoaledi was a South African anti-apartheid activist and African National Congress member who was imprisoned alongside Nelson Mandela for his role in the liberation struggle.
  • D. Thabo Makgoba
    Thabo Makgoba is the Anglican Archbishop of Cape Town and a prominent South African religious leader known for his role in church governance and social justice advocacy.
  • E. Keo Motsepe
    Keo Motsepe is a South African professional Latin and ballroom dancer best known for his long-running role as a pro on the U.S. television show "Dancing with the Stars."
  • 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: Ngoako Ramatlhodi
Triple: [University of the North, notableAlumnus, Ngoako Ramatlhodi]
Generated description
Ngoako Ramatlhodi is a South African politician and lawyer who has served in various ministerial roles in the post-apartheid government.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ngoako Ramatlhodi
Target entity description: Ngoako Ramatlhodi is a South African politician and lawyer who has served in various ministerial roles in the post-apartheid government.
  • A. Dumisa Ntsebeza
    Dumisa Ntsebeza is a South African lawyer, human rights advocate, and former Truth and Reconciliation Commission commissioner known for his work on transitional justice and constitutional law.
  • B. Fikile Mbalula
    Fikile Mbalula is a South African politician and senior African National Congress figure who has held several key government and party leadership positions, including serving as ANC Secretary-General.
  • C. Elias Motsoaledi
    Elias Motsoaledi was a South African anti-apartheid activist and African National Congress member who was imprisoned alongside Nelson Mandela for his role in the liberation struggle.
  • D. Thabo Makgoba
    Thabo Makgoba is the Anglican Archbishop of Cape Town and a prominent South African religious leader known for his role in church governance and social justice advocacy.
  • E. Keo Motsepe
    Keo Motsepe is a South African professional Latin and ballroom dancer best known for his long-running role as a pro on the U.S. television show "Dancing with the Stars."
  • 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_69e11e482f788190b78d1588fc26d606 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f1577b555c8190ac61c026ee7dfb2b completed April 29, 2026, 12:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0ad526a268819084cd7df7d7de1a23 completed May 18, 2026, 9 a.m.
NEDg Description generation batch_6a0ad992b43c8190b0e409d64db83308 completed May 18, 2026, 9:19 a.m.
NED2 Entity disambiguation (via description) batch_6a0adac48bec8190989dd7c5e28d283a completed May 18, 2026, 9:24 a.m.
Created at: April 16, 2026, 8:43 p.m.