Triple

T16302657
Position Surface form Disambiguated ID Type / Status
Subject Skyactiv technology E395829 entity
Predicate hasPart P35 FINISHED
Object Skyactiv-Drive transmission
The Skyactiv-Drive transmission is Mazda’s in-house automatic gearbox that combines the efficiency of a dual-clutch system with the smoothness of a traditional torque-converter automatic as part of its Skyactiv powertrain lineup.
 E1205053 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-Drive transmission | Statement: [Skyactiv technology, hasPart, Skyactiv-Drive transmission]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Skyactiv-Drive transmission
Context triple: [Skyactiv technology, hasPart, Skyactiv-Drive transmission]
  • A. S tronic dual-clutch automatic transmission
    The S tronic dual-clutch automatic transmission is Audi’s quick-shifting, performance-oriented gearbox that combines the efficiency of a manual with the convenience of an automatic.
  • B. INVECS automatic transmission
    INVECS automatic transmission is Mitsubishi Motors’ proprietary adaptive automatic gearbox system that optimizes shift patterns based on driving conditions and driver behavior.
  • C. Porsche Doppelkupplung (PDK) dual‑clutch transmission
    The Porsche Doppelkupplung (PDK) dual‑clutch transmission is Porsche’s high-performance, quick-shifting automated gearbox that uses two clutches to deliver seamless gear changes and improved acceleration and efficiency in its sports cars.
  • D. Skyactiv-D engine
    The Skyactiv-D engine is Mazda’s line of highly efficient, low-compression turbocharged diesel engines designed to deliver strong torque, reduced emissions, and improved fuel economy.
  • E. Allison Transmission
    Allison Transmission is an American manufacturer renowned for its automatic transmissions used widely in commercial, military, and heavy-duty vehicles.
  • 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-Drive transmission
Triple: [Skyactiv technology, hasPart, Skyactiv-Drive transmission]
Generated description
The Skyactiv-Drive transmission is Mazda’s in-house automatic gearbox that combines the efficiency of a dual-clutch system with the smoothness of a traditional torque-converter automatic as part of its Skyactiv powertrain lineup.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Skyactiv-Drive transmission
Target entity description: The Skyactiv-Drive transmission is Mazda’s in-house automatic gearbox that combines the efficiency of a dual-clutch system with the smoothness of a traditional torque-converter automatic as part of its Skyactiv powertrain lineup.
  • A. S tronic dual-clutch automatic transmission
    The S tronic dual-clutch automatic transmission is Audi’s quick-shifting, performance-oriented gearbox that combines the efficiency of a manual with the convenience of an automatic.
  • B. INVECS automatic transmission
    INVECS automatic transmission is Mitsubishi Motors’ proprietary adaptive automatic gearbox system that optimizes shift patterns based on driving conditions and driver behavior.
  • C. Porsche Doppelkupplung (PDK) dual‑clutch transmission
    The Porsche Doppelkupplung (PDK) dual‑clutch transmission is Porsche’s high-performance, quick-shifting automated gearbox that uses two clutches to deliver seamless gear changes and improved acceleration and efficiency in its sports cars.
  • D. Skyactiv-D engine
    The Skyactiv-D engine is Mazda’s line of highly efficient, low-compression turbocharged diesel engines designed to deliver strong torque, reduced emissions, and improved fuel economy.
  • E. Allison Transmission
    Allison Transmission is an American manufacturer renowned for its automatic transmissions used widely in commercial, military, and heavy-duty vehicles.
  • 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.