Triple

T2591957
Position Surface form Disambiguated ID Type / Status
Subject Yugoslav Air Force E58141 entity
Predicate notableDomesticAircraft P31176 FINISHED
Object Soko J-22 Orao
The Soko J-22 Orao is a Yugoslav-designed twin-engine subsonic ground-attack and reconnaissance aircraft developed jointly by Yugoslavia and Romania during the Cold War.
E279381 NE FINISHED

How this triple was built (5 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: Soko J-22 Orao | Statement: [Yugoslav Air Force, notableDomesticAircraft, Soko J-22 Orao]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Soko J-22 Orao
Context triple: [Yugoslav Air Force, notableDomesticAircraft, Soko J-22 Orao]
  • A. Mitsubishi Ki-67
    The Mitsubishi Ki-67 was a twin-engine Japanese World War II medium bomber known for its relatively high speed, maneuverability, and use in a variety of roles including level bombing, torpedo attacks, and kamikaze missions.
  • B. Kawasaki C-1
    The Kawasaki C-1 is a Japanese twin-engine short-range military transport aircraft designed and built by Kawasaki Heavy Industries for tactical airlift operations.
  • C. Kokusai Ki-76
    The Kokusai Ki-76 was a Japanese World War II liaison and observation aircraft, similar in role to the German Fieseler Fi 156 Storch, known for its short takeoff and landing capabilities.
  • D. Kawasaki Ha-40
    The Kawasaki Ha-40 was a Japanese liquid-cooled V12 aircraft engine, a locally produced development of the German Daimler-Benz DB 601 used in World War II fighters such as the Ki-61.
  • E. Kawanishi N1K
    The Kawanishi N1K was a World War II Japanese Navy fighter aircraft, renowned for its powerful armament and excellent maneuverability, particularly in its land-based N1K-J "Shiden" variant that challenged advanced Allied fighters.
  • 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: Soko J-22 Orao
Triple: [Yugoslav Air Force, notableDomesticAircraft, Soko J-22 Orao]
Generated description
The Soko J-22 Orao is a Yugoslav-designed twin-engine subsonic ground-attack and reconnaissance aircraft developed jointly by Yugoslavia and Romania during the Cold War.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Soko J-22 Orao
Target entity description: The Soko J-22 Orao is a Yugoslav-designed twin-engine subsonic ground-attack and reconnaissance aircraft developed jointly by Yugoslavia and Romania during the Cold War.
  • A. Mitsubishi Ki-67
    The Mitsubishi Ki-67 was a twin-engine Japanese World War II medium bomber known for its relatively high speed, maneuverability, and use in a variety of roles including level bombing, torpedo attacks, and kamikaze missions.
  • B. Kawasaki C-1
    The Kawasaki C-1 is a Japanese twin-engine short-range military transport aircraft designed and built by Kawasaki Heavy Industries for tactical airlift operations.
  • C. Kokusai Ki-76
    The Kokusai Ki-76 was a Japanese World War II liaison and observation aircraft, similar in role to the German Fieseler Fi 156 Storch, known for its short takeoff and landing capabilities.
  • D. Kawasaki Ha-40
    The Kawasaki Ha-40 was a Japanese liquid-cooled V12 aircraft engine, a locally produced development of the German Daimler-Benz DB 601 used in World War II fighters such as the Ki-61.
  • E. Kawanishi N1K
    The Kawanishi N1K was a World War II Japanese Navy fighter aircraft, renowned for its powerful armament and excellent maneuverability, particularly in its land-based N1K-J "Shiden" variant that challenged advanced Allied fighters.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: notableDomesticAircraft
Context triple: [Yugoslav Air Force, notableDomesticAircraft, Soko J-22 Orao]
  • A. notableTransportAircraft
    Indicates that the subject is a transport aircraft recognized for particular significance, such as historical importance, performance, or impact on aviation.
  • B. notableAircraftUsed
    Indicates that an entity is known for using, operating, or being associated with a particular aircraft in a notable or significant way.
  • C. notableAircraftPowered
    Indicates that an aircraft is notably powered or propelled by a specified engine, powerplant, or propulsion system.
  • D. notableAircraftFamily
    Indicates that one entity is a well-known or historically significant family or series of aircraft associated with the other entity.
  • E. developedAircraft chosen
    Indicates that an entity (such as a person or organization) was responsible for designing, creating, or engineering a particular aircraft.
  • F. None of above.

Provenance (6 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_69ab4ac019c8819094add11c46706e32 completed March 6, 2026, 9:44 p.m.
NER Named-entity recognition batch_69abd425851c819088db89713c07056f completed March 7, 2026, 7:30 a.m.
NED1 Entity disambiguation (via context triple) batch_69af6589a9c48190b16b5b7959096aab completed March 10, 2026, 12:27 a.m.
NEDg Description generation batch_69af6828591081909ccf92fb38549944 completed March 10, 2026, 12:39 a.m.
NED2 Entity disambiguation (via description) batch_69af689f7c4c8190a26270c57da71146 completed March 10, 2026, 12:41 a.m.
PD Predicate disambiguation batch_69abd0d344988190a18dd93b13e002e6 completed March 7, 2026, 7:16 a.m.
Created at: March 6, 2026, 9:49 p.m.