Triple

T1605198
Position Surface form Disambiguated ID Type / Status
Subject Bantu Education Act E34485 entity
Predicate implementedBy P172 FINISHED
Object Department of Bantu Education
The Department of Bantu Education was the apartheid-era South African government body responsible for administering and enforcing racially segregated, inferior education for Black South Africans.
E181921 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: Department of Bantu Education | Statement: [Bantu Education Act, implementedBy, Department of Bantu Education]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Department of Bantu Education
Context triple: [Bantu Education Act, implementedBy, Department of Bantu Education]
  • A. Bantu Education Act
    The Bantu Education Act was an apartheid-era South African law that created a racially segregated, inferior education system for Black South Africans to reinforce white minority rule.
  • B. People's Commissariat for Education
    The People's Commissariat for Education was the Soviet government ministry responsible for overseeing public education, culture, and enlightenment policy in the early USSR.
  • C. Kwaluseni Campus
    Kwaluseni Campus is the main and largest campus of the University of Swaziland, serving as its primary academic and administrative center.
  • D. Ministry of Education
    The Ministry of Education is a government department responsible for overseeing a country's education system, including schools, curricula, and educational policy.
  • E. Ministry of Education
    The Ministry of Education is Egypt’s governmental body responsible for overseeing and regulating the country’s pre-university education system and related policies.
  • 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: Department of Bantu Education
Triple: [Bantu Education Act, implementedBy, Department of Bantu Education]
Generated description
The Department of Bantu Education was the apartheid-era South African government body responsible for administering and enforcing racially segregated, inferior education for Black South Africans.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Department of Bantu Education
Target entity description: The Department of Bantu Education was the apartheid-era South African government body responsible for administering and enforcing racially segregated, inferior education for Black South Africans.
  • A. Bantu Education Act
    The Bantu Education Act was an apartheid-era South African law that created a racially segregated, inferior education system for Black South Africans to reinforce white minority rule.
  • B. People's Commissariat for Education
    The People's Commissariat for Education was the Soviet government ministry responsible for overseeing public education, culture, and enlightenment policy in the early USSR.
  • C. Kwaluseni Campus
    Kwaluseni Campus is the main and largest campus of the University of Swaziland, serving as its primary academic and administrative center.
  • D. Ministry of Education
    The Ministry of Education is a government department responsible for overseeing a country's education system, including schools, curricula, and educational policy.
  • E. Ministry of Education
    The Ministry of Education is Egypt’s governmental body responsible for overseeing and regulating the country’s pre-university education system and related policies.
  • 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_69a885fea6a481909fe83ba6441f1774 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a9096a165c8190aec1d2ae6bd10e18 completed March 5, 2026, 4:41 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad51bff1cc819082208a8a77fae631 completed March 8, 2026, 10:38 a.m.
NEDg Description generation batch_69ad522beb488190b5157db37eb0da8e completed March 8, 2026, 10:40 a.m.
NED2 Entity disambiguation (via description) batch_69ad529de3dc819081c8ad3d7aa8bef8 completed March 8, 2026, 10:42 a.m.
Created at: March 4, 2026, 7:28 p.m.