Triple

T8080459
Position Surface form Disambiguated ID Type / Status
Subject Department of Basic Education E188599 entity
Predicate implements P1417 FINISHED
Object South African Schools Act
The South African Schools Act is a key piece of legislation that governs the organization, funding, and democratic management of schools in South Africa to ensure equitable access to quality education.
E713435 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: South African Schools Act | Statement: [Department of Basic Education, implements, South African Schools Act]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: South African Schools Act
Context triple: [Department of Basic Education, implements, South African Schools Act]
  • 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. 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.
  • C. Bantu Laws Amendment Acts
    The Bantu Laws Amendment Acts were apartheid-era South African laws that tightened racial segregation and control over the movement and residence of Black Africans, particularly in urban areas.
  • D. South African Constitution of 1983
    The South African Constitution of 1983 was an apartheid-era charter that created a tricameral parliament excluding the Black majority and entrenched white minority rule until the early 1990s.
  • E. Bantu Authorities Act
    The Bantu Authorities Act was a cornerstone apartheid law in South Africa that entrenched racial segregation by creating separate tribal authorities and laying the groundwork for the Bantustan system.
  • 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: South African Schools Act
Triple: [Department of Basic Education, implements, South African Schools Act]
Generated description
The South African Schools Act is a key piece of legislation that governs the organization, funding, and democratic management of schools in South Africa to ensure equitable access to quality education.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: South African Schools Act
Target entity description: The South African Schools Act is a key piece of legislation that governs the organization, funding, and democratic management of schools in South Africa to ensure equitable access to quality 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. 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.
  • C. Bantu Laws Amendment Acts
    The Bantu Laws Amendment Acts were apartheid-era South African laws that tightened racial segregation and control over the movement and residence of Black Africans, particularly in urban areas.
  • D. South African Constitution of 1983
    The South African Constitution of 1983 was an apartheid-era charter that created a tricameral parliament excluding the Black majority and entrenched white minority rule until the early 1990s.
  • E. Bantu Authorities Act
    The Bantu Authorities Act was a cornerstone apartheid law in South Africa that entrenched racial segregation by creating separate tribal authorities and laying the groundwork for the Bantustan system.
  • 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_69ca82b662e88190b9323daab8c28a21 completed March 30, 2026, 2:03 p.m.
NER Named-entity recognition batch_69cb40a504d48190ace96e814d99b182 completed March 31, 2026, 3:33 a.m.
NED1 Entity disambiguation (via context triple) batch_69cc93eddef48190b5f499a5b52428c8 completed April 1, 2026, 3:41 a.m.
NEDg Description generation batch_69cc9557c6148190a759021b6add0a61 completed April 1, 2026, 3:47 a.m.
NED2 Entity disambiguation (via description) batch_69cc96a8bb688190a352de1798b380f1 completed April 1, 2026, 3:53 a.m.
Created at: March 30, 2026, 5:28 p.m.