Triple

T16046697
Position Surface form Disambiguated ID Type / Status
Subject Mercedes-AMG CLS 53 E389239 entity
Predicate transmission P4163 FINISHED
Object AMG SPEEDSHIFT TCT 9-speed automatic
The AMG SPEEDSHIFT TCT 9-speed automatic is a high-performance, quick-shifting transmission developed by Mercedes-AMG for sporty and responsive driving dynamics.
 E1028067 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: AMG SPEEDSHIFT TCT 9-speed automatic | Statement: [Mercedes-AMG CLS 53, transmission, AMG SPEEDSHIFT TCT 9-speed automatic]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: AMG SPEEDSHIFT TCT 9-speed automatic
Context triple: [Mercedes-AMG CLS 53, transmission, AMG SPEEDSHIFT TCT 9-speed automatic]
  • A. AMG SPEEDSHIFT PLUS 7G-TRONIC
    AMG SPEEDSHIFT PLUS 7G-TRONIC is a high-performance 7-speed automatic transmission developed by Mercedes-AMG, designed for rapid gear changes and enhanced driving dynamics in powerful AMG models.
  • B. AMG SPEEDSHIFT MCT automatic transmission
    The AMG SPEEDSHIFT MCT automatic transmission is a high-performance, multi-clutch gearbox developed by Mercedes-AMG to deliver rapid gear changes and enhanced driving dynamics in its sports-oriented models.
  • C. 9G-TRONIC
    9G-TRONIC is Mercedes-Benz’s nine-speed automatic transmission system designed to deliver smooth, efficient, and responsive gear shifts across a wide range of driving conditions.
  • D. AMG Performance 4MATIC+
    AMG Performance 4MATIC+ is Mercedes-AMG’s high-performance, fully variable all-wheel-drive system designed to optimize traction, handling, and driving dynamics in powerful AMG models.
  • E. 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.
  • 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: AMG SPEEDSHIFT TCT 9-speed automatic
Triple: [Mercedes-AMG CLS 53, transmission, AMG SPEEDSHIFT TCT 9-speed automatic]
Generated description
The AMG SPEEDSHIFT TCT 9-speed automatic is a high-performance, quick-shifting transmission developed by Mercedes-AMG for sporty and responsive driving dynamics.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: AMG SPEEDSHIFT TCT 9-speed automatic
Target entity description: The AMG SPEEDSHIFT TCT 9-speed automatic is a high-performance, quick-shifting transmission developed by Mercedes-AMG for sporty and responsive driving dynamics.
  • A. AMG SPEEDSHIFT PLUS 7G-TRONIC
    AMG SPEEDSHIFT PLUS 7G-TRONIC is a high-performance 7-speed automatic transmission developed by Mercedes-AMG, designed for rapid gear changes and enhanced driving dynamics in powerful AMG models.
  • B. AMG SPEEDSHIFT MCT automatic transmission
    The AMG SPEEDSHIFT MCT automatic transmission is a high-performance, multi-clutch gearbox developed by Mercedes-AMG to deliver rapid gear changes and enhanced driving dynamics in its sports-oriented models.
  • C. 9G-TRONIC chosen
    9G-TRONIC is Mercedes-Benz’s nine-speed automatic transmission system designed to deliver smooth, efficient, and responsive gear shifts across a wide range of driving conditions.
  • D. AMG Performance 4MATIC+
    AMG Performance 4MATIC+ is Mercedes-AMG’s high-performance, fully variable all-wheel-drive system designed to optimize traction, handling, and driving dynamics in powerful AMG models.
  • E. 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.
  • F. None of above.

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_69d86dae698881908327ef2d67706cb9 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e1835eda348190aff492f0ff668cce completed April 17, 2026, 12:48 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffdbdbcf248190b7122d61d857e806 completed May 10, 2026, 1:14 a.m.
NEDg Description generation batch_69ffdcdb551c8190b367407b749314e8 completed May 10, 2026, 1:18 a.m.
NED2 Entity disambiguation (via description) batch_69ffddbfaf088190a644e7898f995c1d completed May 10, 2026, 1:22 a.m.
Created at: April 10, 2026, 4:56 a.m.