Triple

T9234791
Position Surface form Disambiguated ID Type / Status
Subject BMW X7 M50i E221908 entity
Predicate transmissionSupplier P87712 FINISHED
Object ZF 8HP automatic
The ZF 8HP automatic is a widely used, high-performance 8-speed automatic transmission known for its quick shifts, efficiency, and smooth operation in many modern luxury and performance vehicles.
E787516 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: ZF 8HP automatic | Statement: [BMW X7 M50i, transmissionSupplier, ZF 8HP automatic]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: ZF 8HP automatic
Context triple: [BMW X7 M50i, transmissionSupplier, ZF 8HP automatic]
  • A. ZF 6-speed automatic
    The ZF 6-speed automatic is a widely used, high-quality automatic transmission known for its smooth shifting and durability in performance and luxury vehicles.
  • B. 4MATIC
    4MATIC is Mercedes-Benz’s proprietary all-wheel-drive system designed to enhance traction, handling, and stability across various driving conditions.
  • C. Mazda BK platform
    The Mazda BK platform is a compact car architecture used primarily for the Mazda3, developed in collaboration with Ford as part of a shared global small-car chassis program.
  • D. 7HD
    7HD is the high-definition digital television simulcast channel of Australia’s Seven Network, broadcasting its programming in HD quality.
  • E. Azuga
    Azuga is a small mountain resort town in Romania known for its ski slopes and scenic location in the Carpathian Mountains.
  • 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: ZF 8HP automatic
Triple: [BMW X7 M50i, transmissionSupplier, ZF 8HP automatic]
Generated description
The ZF 8HP automatic is a widely used, high-performance 8-speed automatic transmission known for its quick shifts, efficiency, and smooth operation in many modern luxury and performance vehicles.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: ZF 8HP automatic
Target entity description: The ZF 8HP automatic is a widely used, high-performance 8-speed automatic transmission known for its quick shifts, efficiency, and smooth operation in many modern luxury and performance vehicles.
  • A. ZF 6-speed automatic
    The ZF 6-speed automatic is a widely used, high-quality automatic transmission known for its smooth shifting and durability in performance and luxury vehicles.
  • B. 4MATIC
    4MATIC is Mercedes-Benz’s proprietary all-wheel-drive system designed to enhance traction, handling, and stability across various driving conditions.
  • C. Mazda BK platform
    The Mazda BK platform is a compact car architecture used primarily for the Mazda3, developed in collaboration with Ford as part of a shared global small-car chassis program.
  • D. 7HD
    7HD is the high-definition digital television simulcast channel of Australia’s Seven Network, broadcasting its programming in HD quality.
  • E. Azuga
    Azuga is a small mountain resort town in Romania known for its ski slopes and scenic location in the Carpathian Mountains.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: transmissionSupplier
Context triple: [BMW X7 M50i, transmissionSupplier, ZF 8HP automatic]
  • A. transmissionType
    Indicates the method or medium through which something is transmitted or conveyed from one entity to another.
  • B. transmissionModel
    Indicates the mechanism or pattern by which something (such as information, disease, or signals) is passed or conveyed from one entity or location to another.
  • C. transmission
    Indicates the transfer or conveyance of something (such as information, energy, or material) from one entity to another.
  • D. transmissionCondition
    Indicates the circumstances or requirements under which something is transmitted from one entity to another.
  • E. transmissionRequirement
    Indicates that one entity requires the transfer or communication of something (such as data, power, or signals) to or from another entity in order for a condition or function to be satisfied.
  • F. None of above. chosen

Provenance (7 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_69ca83ed628c8190bc02d641e57f097f completed March 30, 2026, 2:08 p.m.
NER Named-entity recognition batch_69ccee1cca0c8190bf587f54236c9e45 completed April 1, 2026, 10:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69d077c31f588190bae2af98e3b71c38 completed April 4, 2026, 2:30 a.m.
NEDg Description generation batch_69d07bc3c5cc8190a35561279ff0f1a2 completed April 4, 2026, 2:47 a.m.
NED2 Entity disambiguation (via description) batch_69d07c725a0c8190bf905461a38ef65e completed April 4, 2026, 2:50 a.m.
PD Predicate disambiguation batch_69cc7a3daeb481908b0abde3fbc1f1f0 completed April 1, 2026, 1:51 a.m.
PDg Predicate description generation batch_69cc95597be081908ece2491dd2f0f74 completed April 1, 2026, 3:47 a.m.
Created at: March 30, 2026, 7:29 p.m.