Triple

T22181058
Position Surface form Disambiguated ID Type / Status
Subject Hanwha Defense (integrated business) E548167 entity
Predicate product P490 FINISHED
Object Redback infantry fighting vehicle
The Redback infantry fighting vehicle is a modern, heavily armored tracked combat vehicle developed by South Korea’s Hanwha Defense, designed to transport and protect infantry while providing advanced firepower and battlefield situational awareness.
E1524877 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: Redback infantry fighting vehicle | Statement: [Hanwha Defense (integrated business), product, Redback infantry fighting vehicle]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Redback infantry fighting vehicle
Context triple: [Hanwha Defense (integrated business), product, Redback infantry fighting vehicle]
  • A. Dingo armored vehicle
    The Dingo armored vehicle is a German-made, highly protected, all-terrain military transport designed for troop movement, patrol, and reconnaissance in conflict zones.
  • B. Ratel infantry fighting vehicle
    The Ratel infantry fighting vehicle is a South African-designed, wheeled, armored combat vehicle known for its mobility, firepower, and extensive use in regional conflicts during the late 20th century.
  • C. Jackal armoured vehicle
    The Jackal armoured vehicle is a high-mobility, lightly armoured patrol and reconnaissance vehicle used by British forces, designed for speed and off-road performance in hostile environments.
  • D. Badger infantry combat vehicle
    The Badger infantry combat vehicle is a modern, modular, wheeled armored fighting vehicle developed for the South African Army to transport and support infantry in high-threat environments.
  • E. Mamba armoured personnel carrier
    The Mamba armoured personnel carrier is a South African-designed mine-resistant, lightly armoured vehicle widely used for troop transport and peacekeeping operations.
  • 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: Redback infantry fighting vehicle
Triple: [Hanwha Defense (integrated business), product, Redback infantry fighting vehicle]
Generated description
The Redback infantry fighting vehicle is a modern, heavily armored tracked combat vehicle developed by South Korea’s Hanwha Defense, designed to transport and protect infantry while providing advanced firepower and battlefield situational awareness.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Redback infantry fighting vehicle
Target entity description: The Redback infantry fighting vehicle is a modern, heavily armored tracked combat vehicle developed by South Korea’s Hanwha Defense, designed to transport and protect infantry while providing advanced firepower and battlefield situational awareness.
  • A. Dingo armored vehicle
    The Dingo armored vehicle is a German-made, highly protected, all-terrain military transport designed for troop movement, patrol, and reconnaissance in conflict zones.
  • B. Ratel infantry fighting vehicle
    The Ratel infantry fighting vehicle is a South African-designed, wheeled, armored combat vehicle known for its mobility, firepower, and extensive use in regional conflicts during the late 20th century.
  • C. Jackal armoured vehicle
    The Jackal armoured vehicle is a high-mobility, lightly armoured patrol and reconnaissance vehicle used by British forces, designed for speed and off-road performance in hostile environments.
  • D. Badger infantry combat vehicle
    The Badger infantry combat vehicle is a modern, modular, wheeled armored fighting vehicle developed for the South African Army to transport and support infantry in high-threat environments.
  • E. Mamba armoured personnel carrier
    The Mamba armoured personnel carrier is a South African-designed mine-resistant, lightly armoured vehicle widely used for troop transport and peacekeeping operations.
  • 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_69e11e3d53f88190a2b690e3f25bb062 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f12aa4d4ac8190922b919c15623963 completed April 28, 2026, 9:46 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0aa608399c8190ad0832d7374a358f completed May 18, 2026, 5:39 a.m.
NEDg Description generation batch_6a0aa6b04798819088ab3ed8c3fe53af completed May 18, 2026, 5:42 a.m.
NED2 Entity disambiguation (via description) batch_6a0aa72467d4819093f84573de7c8da2 completed May 18, 2026, 5:44 a.m.
Created at: April 16, 2026, 8:35 p.m.