Triple

T16302661
Position Surface form Disambiguated ID Type / Status
Subject Skyactiv technology E395829 entity
Predicate hasPart P35 FINISHED
Object Skyactiv-Vehicle Dynamics
Skyactiv-Vehicle Dynamics is Mazda’s integrated vehicle control system that optimizes engine, transmission, chassis, and body responses to enhance driving stability, comfort, and handling.
E1205054 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: Skyactiv-Vehicle Dynamics | Statement: [Skyactiv technology, hasPart, Skyactiv-Vehicle Dynamics]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Skyactiv-Vehicle Dynamics
Context triple: [Skyactiv technology, hasPart, Skyactiv-Vehicle Dynamics]
  • A. ProActive Chassis Control suspension
    ProActive Chassis Control suspension is McLaren’s advanced, hydraulically linked active suspension system that optimizes handling and ride comfort by continuously adjusting each wheel independently without traditional anti-roll bars.
  • B. Integral Active Steering
    Integral Active Steering is BMW’s rear-wheel steering system that enhances vehicle agility at low speeds and stability at higher speeds by turning the rear wheels in coordination with the front wheels.
  • C. Enhanced Motion Vehicle
    The Enhanced Motion Vehicle is an advanced ride system that combines motion simulation with synchronized visuals and effects to create an immersive, dynamic theme park experience.
  • D. Man Vehicle Laboratory
    Man Vehicle Laboratory is an MIT research lab focused on human factors, human–machine interaction, and human performance in aerospace and other complex vehicle systems.
  • E. Hydractive 3+ suspension system
    The Hydractive 3+ suspension system is Citroën’s advanced electronically controlled hydropneumatic suspension that automatically adjusts ride height and damping to maximize comfort and handling.
  • 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: Skyactiv-Vehicle Dynamics
Triple: [Skyactiv technology, hasPart, Skyactiv-Vehicle Dynamics]
Generated description
Skyactiv-Vehicle Dynamics is Mazda’s integrated vehicle control system that optimizes engine, transmission, chassis, and body responses to enhance driving stability, comfort, and handling.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Skyactiv-Vehicle Dynamics
Target entity description: Skyactiv-Vehicle Dynamics is Mazda’s integrated vehicle control system that optimizes engine, transmission, chassis, and body responses to enhance driving stability, comfort, and handling.
  • A. ProActive Chassis Control suspension
    ProActive Chassis Control suspension is McLaren’s advanced, hydraulically linked active suspension system that optimizes handling and ride comfort by continuously adjusting each wheel independently without traditional anti-roll bars.
  • B. Integral Active Steering
    Integral Active Steering is BMW’s rear-wheel steering system that enhances vehicle agility at low speeds and stability at higher speeds by turning the rear wheels in coordination with the front wheels.
  • C. Enhanced Motion Vehicle
    The Enhanced Motion Vehicle is an advanced ride system that combines motion simulation with synchronized visuals and effects to create an immersive, dynamic theme park experience.
  • D. Man Vehicle Laboratory
    Man Vehicle Laboratory is an MIT research lab focused on human factors, human–machine interaction, and human performance in aerospace and other complex vehicle systems.
  • E. Hydractive 3+ suspension system
    The Hydractive 3+ suspension system is Citroën’s advanced electronically controlled hydropneumatic suspension that automatically adjusts ride height and damping to maximize comfort and handling.
  • 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_69d87f23bb088190a16fbb91a1957ea5 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e25e3404288190a7106d62c15c3193 completed April 17, 2026, 4:22 p.m.
NED1 Entity disambiguation (via context triple) batch_6a001f9fb2908190a8521b1ccf49170a completed May 10, 2026, 6:03 a.m.
NEDg Description generation batch_6a00204bc3dc8190af075707f8989e3a completed May 10, 2026, 6:06 a.m.
NED2 Entity disambiguation (via description) batch_6a00215cc7a48190a5c4219d15749aa2 completed May 10, 2026, 6:10 a.m.
Created at: April 10, 2026, 5:06 a.m.