Triple

T23364212
Position Surface form Disambiguated ID Type / Status
Subject State Capture Inquiry E593266 entity
Predicate investigated P6157 FINISHED
Object Denel
Denel is a South African state-owned aerospace and defense technology company known for manufacturing military equipment and having been implicated in governance and corruption controversies.
 E1583080 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: Denel | Statement: [State Capture Inquiry, investigated, Denel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Denel
Context triple: [State Capture Inquiry, investigated, Denel]
  • A. Denel Dynamics
    Denel Dynamics is a South African defense technology company specializing in the design and manufacture of advanced missile and unmanned aerial systems.
  • B. Denel Land Systems
    Denel Land Systems is a South African defense company specializing in the design and production of artillery, armored vehicles, and other land warfare systems.
  • C. Armaments Corporation of South Africa
    Armaments Corporation of South Africa is a South African state-owned arms procurement and defence technology company that manages the acquisition and support of military equipment for the country’s armed forces.
  • D. MOWAG
    MOWAG is a Swiss defense vehicle manufacturer best known for designing and producing the Piranha family of wheeled armored combat vehicles.
  • E. Patria Land Systems
    Patria Land Systems is a Finnish defense company specializing in the design and production of armored military vehicles and related land warfare systems.
  • 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: Denel
Triple: [State Capture Inquiry, investigated, Denel]
Generated description
Denel is a South African state-owned aerospace and defense technology company known for manufacturing military equipment and having been implicated in governance and corruption controversies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Denel
Target entity description: Denel is a South African state-owned aerospace and defense technology company known for manufacturing military equipment and having been implicated in governance and corruption controversies.
  • A. Denel Dynamics
    Denel Dynamics is a South African defense technology company specializing in the design and manufacture of advanced missile and unmanned aerial systems.
  • B. Denel Land Systems
    Denel Land Systems is a South African defense company specializing in the design and production of artillery, armored vehicles, and other land warfare systems.
  • C. Armaments Corporation of South Africa
    Armaments Corporation of South Africa is a South African state-owned arms procurement and defence technology company that manages the acquisition and support of military equipment for the country’s armed forces.
  • D. MOWAG
    MOWAG is a Swiss defense vehicle manufacturer best known for designing and producing the Piranha family of wheeled armored combat vehicles.
  • E. Patria Land Systems
    Patria Land Systems is a Finnish defense company specializing in the design and production of armored military vehicles and related land warfare systems.
  • 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_69e25d2593c88190bcdf4a716a94ccb2 completed April 17, 2026, 4:17 p.m.
NER Named-entity recognition batch_69f1a0aac4248190a4663ed12aed6856 completed April 29, 2026, 6:09 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0c5dd78f508190b3b83e4cc2625163 completed May 19, 2026, 12:55 p.m.
NEDg Description generation batch_6a0c60473de0819096d3b4e35da16295 completed May 19, 2026, 1:06 p.m.
NED2 Entity disambiguation (via description) batch_6a0c60b52fe88190854803902df750c5 completed May 19, 2026, 1:08 p.m.
Created at: April 17, 2026, 5:31 p.m.