Triple

T8587085
Position Surface form Disambiguated ID Type / Status
Subject Umkhonto surface-to-air missiles E203333 entity
Predicate developer P73 FINISHED
Object Denel Dynamics
Denel Dynamics is a South African defense technology company specializing in the design and manufacture of advanced missile and unmanned aerial systems.
E746154 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 Dynamics | Statement: [Umkhonto surface-to-air missiles, developer, Denel Dynamics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Denel Dynamics
Context triple: [Umkhonto surface-to-air missiles, developer, Denel Dynamics]
  • A. 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.
  • B. 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.
  • C. MOWAG
    MOWAG is a Swiss defense vehicle manufacturer best known for designing and producing the Piranha family of wheeled armored combat vehicles.
  • D. Thales Defence & Security
    Thales Defence & Security is a division of the Thales Group specializing in advanced defense, security, and mission-critical technologies for military and governmental customers worldwide.
  • E. Nexter Systems
    Nexter Systems is a French defense company specializing in the design and manufacture of military land systems, including armored vehicles, artillery, and ammunition.
  • 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 Dynamics
Triple: [Umkhonto surface-to-air missiles, developer, Denel Dynamics]
Generated description
Denel Dynamics is a South African defense technology company specializing in the design and manufacture of advanced missile and unmanned aerial systems.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Denel Dynamics
Target entity description: Denel Dynamics is a South African defense technology company specializing in the design and manufacture of advanced missile and unmanned aerial systems.
  • A. 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.
  • B. 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.
  • C. MOWAG
    MOWAG is a Swiss defense vehicle manufacturer best known for designing and producing the Piranha family of wheeled armored combat vehicles.
  • D. Thales Defence & Security
    Thales Defence & Security is a division of the Thales Group specializing in advanced defense, security, and mission-critical technologies for military and governmental customers worldwide.
  • E. Nexter Systems
    Nexter Systems is a French defense company specializing in the design and manufacture of military land systems, including armored vehicles, artillery, and ammunition.
  • 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_69ca8329bb7c8190a63c643730839103 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cc457dc76481908ec5ee31ad72e887 completed March 31, 2026, 10:06 p.m.
NED1 Entity disambiguation (via context triple) batch_69cea8a51db0819097ec0f70bee31539 completed April 2, 2026, 5:34 p.m.
NEDg Description generation batch_69cea996a5c48190a12ffe8e282d2d9c completed April 2, 2026, 5:38 p.m.
NED2 Entity disambiguation (via description) batch_69ceadb2d52c8190aada1d797753663e completed April 2, 2026, 5:56 p.m.
Created at: March 30, 2026, 6:23 p.m.