Triple

T16068411
Position Surface form Disambiguated ID Type / Status
Subject UMW Toyota Motor Sdn. Bhd. E389795 entity
Predicate parentCompany P254 FINISHED
Object UMW Holdings Berhad
UMW Holdings Berhad is a Malaysian conglomerate primarily involved in automotive, equipment, and manufacturing businesses, including a major joint venture with Toyota.
E1193330 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: UMW Holdings Berhad | Statement: [UMW Toyota Motor Sdn. Bhd., parentCompany, UMW Holdings Berhad]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: UMW Holdings Berhad
Context triple: [UMW Toyota Motor Sdn. Bhd., parentCompany, UMW Holdings Berhad]
  • A. UEM Group Berhad
    UEM Group Berhad is a major Malaysian engineering and construction conglomerate known for delivering large-scale infrastructure and landmark building projects.
  • B. Sunway Group
    Sunway Group is a Malaysian conglomerate with diversified interests in property development, construction, education, healthcare, and hospitality.
  • C. MMC Corporation Berhad
    MMC Corporation Berhad is a leading Malaysian utilities and infrastructure conglomerate with major interests in ports, logistics, engineering, and energy.
  • D. Berjaya Corporation
    Berjaya Corporation is a Malaysian diversified conglomerate with interests spanning consumer marketing, property development, financial services, gaming, and hospitality, founded and led by businessman Vincent Tan.
  • E. Sarawak Energy Berhad
    Sarawak Energy Berhad is a Malaysian state-owned energy company responsible for electricity generation, transmission, and distribution in Sarawak, including major hydropower projects.
  • 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: UMW Holdings Berhad
Triple: [UMW Toyota Motor Sdn. Bhd., parentCompany, UMW Holdings Berhad]
Generated description
UMW Holdings Berhad is a Malaysian conglomerate primarily involved in automotive, equipment, and manufacturing businesses, including a major joint venture with Toyota.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: UMW Holdings Berhad
Target entity description: UMW Holdings Berhad is a Malaysian conglomerate primarily involved in automotive, equipment, and manufacturing businesses, including a major joint venture with Toyota.
  • A. UEM Group Berhad
    UEM Group Berhad is a major Malaysian engineering and construction conglomerate known for delivering large-scale infrastructure and landmark building projects.
  • B. Sunway Group
    Sunway Group is a Malaysian conglomerate with diversified interests in property development, construction, education, healthcare, and hospitality.
  • C. MMC Corporation Berhad
    MMC Corporation Berhad is a leading Malaysian utilities and infrastructure conglomerate with major interests in ports, logistics, engineering, and energy.
  • D. Berjaya Corporation
    Berjaya Corporation is a Malaysian diversified conglomerate with interests spanning consumer marketing, property development, financial services, gaming, and hospitality, founded and led by businessman Vincent Tan.
  • E. Sarawak Energy Berhad
    Sarawak Energy Berhad is a Malaysian state-owned energy company responsible for electricity generation, transmission, and distribution in Sarawak, including major hydropower projects.
  • 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_69d86daf32ec8190a8c0466c8f49c3c0 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e183bb98c88190ae4b5773358078be completed April 17, 2026, 12:50 a.m.
NED1 Entity disambiguation (via context triple) batch_69ffe480d59c8190962ac596a872b5e0 completed May 10, 2026, 1:50 a.m.
NEDg Description generation batch_69ffe6ee34788190942ef1d3bb805f78 completed May 10, 2026, 2:01 a.m.
NED2 Entity disambiguation (via description) batch_69ffe7d127848190bbd79a8b94a49f93 completed May 10, 2026, 2:05 a.m.
Created at: April 10, 2026, 4:57 a.m.