Triple

T20634959
Position Surface form Disambiguated ID Type / Status
Subject Haldex all-wheel-drive system E507052 entity
Predicate developedBy P73 FINISHED
Object Haldex Traction AB
Haldex Traction AB is a Swedish automotive technology company best known for designing and supplying compact, on-demand all-wheel-drive systems used by numerous global car manufacturers.
 E1441656 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: Haldex Traction AB | Statement: [Haldex all-wheel-drive system, developedBy, Haldex Traction AB]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Haldex Traction AB
Context triple: [Haldex all-wheel-drive system, developedBy, Haldex Traction AB]
  • A. Volvo Group
    Volvo Group is a Swedish multinational manufacturing company best known for producing trucks, buses, construction equipment, and marine and industrial engines.
  • B. Volvo Cars
    Volvo Cars is a Swedish automotive manufacturer known for its focus on safety, practical design, and premium vehicles.
  • C. Saab AB
    Saab AB is a Swedish aerospace and defense company known for developing military aircraft, advanced defense systems, and security solutions.
  • D. Valmet Automotive
    Valmet Automotive is a Finnish contract manufacturer and engineering partner that builds vehicles and provides automotive engineering and battery solutions for major global carmakers.
  • E. Saab Automobile
    Saab Automobile was a Swedish car manufacturer known for its innovative engineering, turbocharged engines, and distinctive, safety-focused designs.
  • 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: Haldex Traction AB
Triple: [Haldex all-wheel-drive system, developedBy, Haldex Traction AB]
Generated description
Haldex Traction AB is a Swedish automotive technology company best known for designing and supplying compact, on-demand all-wheel-drive systems used by numerous global car manufacturers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Haldex Traction AB
Target entity description: Haldex Traction AB is a Swedish automotive technology company best known for designing and supplying compact, on-demand all-wheel-drive systems used by numerous global car manufacturers.
  • A. Volvo Group
    Volvo Group is a Swedish multinational manufacturing company best known for producing trucks, buses, construction equipment, and marine and industrial engines.
  • B. Volvo Cars
    Volvo Cars is a Swedish automotive manufacturer known for its focus on safety, practical design, and premium vehicles.
  • C. Saab AB
    Saab AB is a Swedish aerospace and defense company known for developing military aircraft, advanced defense systems, and security solutions.
  • D. Valmet Automotive
    Valmet Automotive is a Finnish contract manufacturer and engineering partner that builds vehicles and provides automotive engineering and battery solutions for major global carmakers.
  • E. Saab Automobile
    Saab Automobile was a Swedish car manufacturer known for its innovative engineering, turbocharged engines, and distinctive, safety-focused designs.
  • 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_69e0b4bd4a0081908d4e97a590a33fb2 completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6ad0e5fc481909e4f0dd7fb1203fc completed April 20, 2026, 10:47 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08bb243c348190987b852c07744034 completed May 16, 2026, 6:44 p.m.
NEDg Description generation batch_6a08bdd076f08190a6663d891d503a29 completed May 16, 2026, 6:56 p.m.
NED2 Entity disambiguation (via description) batch_6a08be4eddbc8190b02a5b8b96ee6a29 completed May 16, 2026, 6:58 p.m.
Created at: April 16, 2026, 11:42 a.m.