Triple

T13480500
Position Surface form Disambiguated ID Type / Status
Subject Eastern Cape provincial government departments E318358 entity
Predicate hasDepartment P35 FINISHED
Object Eastern Cape Department of Public Works and Infrastructure
The Eastern Cape Department of Public Works and Infrastructure is a provincial government body in South Africa responsible for managing public infrastructure development, maintenance, and related services within the Eastern Cape.
E318358 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: Eastern Cape Department of Public Works and Infrastructure | Statement: [Eastern Cape provincial government departments, hasDepartment, Eastern Cape Department of Public Works and Infrastructure]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Eastern Cape Department of Public Works and Infrastructure
Context triple: [Eastern Cape provincial government departments, hasDepartment, Eastern Cape Department of Public Works and Infrastructure]
  • A. Western Cape Department of Transport and Public Works
    The Western Cape Department of Transport and Public Works is a provincial government department in South Africa responsible for managing and developing transport infrastructure and public works within the Western Cape.
  • B. Department of Public Works and Infrastructure (South Africa)
    The Department of Public Works and Infrastructure (South Africa) is the national government department responsible for managing and maintaining state-owned buildings and infrastructure, and for leading public infrastructure development across the country.
  • C. Northern Cape Provincial Government
    The Northern Cape Provincial Government is the executive authority responsible for administering and implementing laws, policies, and public services in South Africa’s Northern Cape province.
  • D. Eastern Cape provincial government departments
    The Eastern Cape provincial government departments are the administrative bodies responsible for implementing provincial policies, delivering public services, and managing governance in South Africa’s Eastern Cape province.
  • E. Gauteng Department of Infrastructure Development
    The Gauteng Department of Infrastructure Development is a provincial government department in South Africa responsible for planning, building, and maintaining public infrastructure and facilities in the Gauteng province.
  • 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: Eastern Cape Department of Public Works and Infrastructure
Triple: [Eastern Cape provincial government departments, hasDepartment, Eastern Cape Department of Public Works and Infrastructure]
Generated description
The Eastern Cape Department of Public Works and Infrastructure is a provincial government body in South Africa responsible for managing public infrastructure development, maintenance, and related services within the Eastern Cape.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Eastern Cape Department of Public Works and Infrastructure
Target entity description: The Eastern Cape Department of Public Works and Infrastructure is a provincial government body in South Africa responsible for managing public infrastructure development, maintenance, and related services within the Eastern Cape.
  • A. Western Cape Department of Transport and Public Works
    The Western Cape Department of Transport and Public Works is a provincial government department in South Africa responsible for managing and developing transport infrastructure and public works within the Western Cape.
  • B. Department of Public Works and Infrastructure (South Africa)
    The Department of Public Works and Infrastructure (South Africa) is the national government department responsible for managing and maintaining state-owned buildings and infrastructure, and for leading public infrastructure development across the country.
  • C. Northern Cape Provincial Government
    The Northern Cape Provincial Government is the executive authority responsible for administering and implementing laws, policies, and public services in South Africa’s Northern Cape province.
  • D. Eastern Cape provincial government departments chosen
    The Eastern Cape provincial government departments are the administrative bodies responsible for implementing provincial policies, delivering public services, and managing governance in South Africa’s Eastern Cape province.
  • E. Gauteng Department of Infrastructure Development
    The Gauteng Department of Infrastructure Development is a provincial government department in South Africa responsible for planning, building, and maintaining public infrastructure and facilities in the Gauteng province.
  • F. None of above.

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_69d806b6bfec819089222715b2e86c8e completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69dbaf36c6b08190ba99400600e0b662 completed April 12, 2026, 2:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69f7463340fc8190b1128bd1d26f91ab completed May 3, 2026, 12:57 p.m.
NEDg Description generation batch_69f747fee42c819097ccfaf01b1bf4da completed May 3, 2026, 1:05 p.m.
NED2 Entity disambiguation (via description) batch_69f748bfc1a481908c3a86018533e45d completed May 3, 2026, 1:08 p.m.
Created at: April 9, 2026, 9:42 p.m.