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.