Triple

T12866423
Position Surface form Disambiguated ID Type / Status
Subject Northern Cape Department of Cooperative Governance, Human Settlements and Traditional Affairs E307729 entity
Predicate worksWith P398 FINISHED
Object national Department of Human Settlements E992754 NE FINISHED

How this triple was built (2 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: national Department of Human Settlements | Statement: [Northern Cape Department of Cooperative Governance, Human Settlements and Traditional Affairs, worksWith, national Department of Human Settlements]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: national Department of Human Settlements
Context triple: [Northern Cape Department of Cooperative Governance, Human Settlements and Traditional Affairs, worksWith, national Department of Human Settlements]
  • A. Department of Human Settlements (South Africa) chosen
    The Department of Human Settlements (South Africa) is a national government department responsible for developing and implementing policies and programs to provide adequate housing and sustainable human settlements across the country.
  • B. Gauteng Department of Human Settlements
    The Gauteng Department of Human Settlements is a provincial government body responsible for planning, developing, and managing housing and sustainable human settlements within South Africa’s Gauteng province.
  • C. Minister of Human Settlements of South Africa
    The Minister of Human Settlements of South Africa is the cabinet official responsible for national housing policy, urban development, and the creation of sustainable human settlements across the country.
  • D. Department of Cooperative Governance and Traditional Affairs (South Africa)
    The Department of Cooperative Governance and Traditional Affairs (South Africa) is a national government department responsible for overseeing local government, promoting cooperative governance across spheres of the state, and supporting traditional leadership institutions.
  • E. Gauteng Department of Social Development
    The Gauteng Department of Social Development is a provincial government department in South Africa responsible for social welfare services, community development, and support for vulnerable groups within the Gauteng province.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69d7bdf69bc48190af6c2621f28ca351 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d9708e0b788190b72a3057e271c227 completed April 10, 2026, 9:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69f69bb092b88190b159f1d79156cf86 completed May 3, 2026, 12:49 a.m.
Created at: April 9, 2026, 5:38 p.m.