Triple

T16068014
Position Surface form Disambiguated ID Type / Status
Subject Toyota Motor Manufacturing South Africa E389782 entity
Predicate location P40 FINISHED
Object Prospecton, Durban, KwaZulu-Natal, South Africa
Prospecton is an industrial suburb of Durban in KwaZulu-Natal, South Africa, known as a major automotive manufacturing hub.
E1193321 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: Prospecton, Durban, KwaZulu-Natal, South Africa | Statement: [Toyota Motor Manufacturing South Africa, location, Prospecton, Durban, KwaZulu-Natal, South Africa]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Prospecton, Durban, KwaZulu-Natal, South Africa
Context triple: [Toyota Motor Manufacturing South Africa, location, Prospecton, Durban, KwaZulu-Natal, South Africa]
  • A. Mahlabathini, Natal, South Africa
    Mahlabathini, in the former Natal province of South Africa, is a rural town historically significant as the birthplace and political base of Zulu leader Mangosuthu Buthelezi.
  • B. Newlands, Cape Town
    Newlands, Cape Town is a leafy, affluent suburb at the foot of Table Mountain known for its historic sports venues, including major rugby and cricket grounds, and its lush, rain-rich environment.
  • C. Sandton, Johannesburg, South Africa
    Sandton, Johannesburg, South Africa is an affluent commercial and financial district often regarded as the country’s primary business hub and home to many major corporations and financial institutions.
  • D. New Brighton, Port Elizabeth, South Africa
    New Brighton in Port Elizabeth, South Africa, is a historically significant Black township known for its role in the anti-apartheid struggle and its rich cultural and political heritage.
  • E. Wynberg, Johannesburg
    Wynberg is a residential suburb in the northern part of Johannesburg, South Africa, situated near several historically significant townships and major urban transport routes.
  • 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: Prospecton, Durban, KwaZulu-Natal, South Africa
Triple: [Toyota Motor Manufacturing South Africa, location, Prospecton, Durban, KwaZulu-Natal, South Africa]
Generated description
Prospecton is an industrial suburb of Durban in KwaZulu-Natal, South Africa, known as a major automotive manufacturing hub.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Prospecton, Durban, KwaZulu-Natal, South Africa
Target entity description: Prospecton is an industrial suburb of Durban in KwaZulu-Natal, South Africa, known as a major automotive manufacturing hub.
  • A. Mahlabathini, Natal, South Africa
    Mahlabathini, in the former Natal province of South Africa, is a rural town historically significant as the birthplace and political base of Zulu leader Mangosuthu Buthelezi.
  • B. Newlands, Cape Town
    Newlands, Cape Town is a leafy, affluent suburb at the foot of Table Mountain known for its historic sports venues, including major rugby and cricket grounds, and its lush, rain-rich environment.
  • C. Sandton, Johannesburg, South Africa
    Sandton, Johannesburg, South Africa is an affluent commercial and financial district often regarded as the country’s primary business hub and home to many major corporations and financial institutions.
  • D. New Brighton, Port Elizabeth, South Africa
    New Brighton in Port Elizabeth, South Africa, is a historically significant Black township known for its role in the anti-apartheid struggle and its rich cultural and political heritage.
  • E. Wynberg, Johannesburg
    Wynberg is a residential suburb in the northern part of Johannesburg, South Africa, situated near several historically significant townships and major urban transport routes.
  • 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_69d86daf32ec8190a8c0466c8f49c3c0 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e183baf29481908e5c66879e125363 completed April 17, 2026, 12:50 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffe480d59c8190962ac596a872b5e0 completed May 10, 2026, 1:50 a.m.
NEDg Description generation batch_69ffe6ee34788190942ef1d3bb805f78 completed May 10, 2026, 2:01 a.m.
NED2 Entity disambiguation (via description) batch_69ffe7d127848190bbd79a8b94a49f93 completed May 10, 2026, 2:05 a.m.
Created at: April 10, 2026, 4:57 a.m.