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.