Triple

T13872328
Position Surface form Disambiguated ID Type / Status
Subject Goh E333484 entity
Predicate hasNotableBearer P458 FINISHED
Object Goh Cheng Liang
Goh Cheng Liang is a Singaporean billionaire businessman best known as the founder of Wuthelam Holdings, a major paints and coatings company with significant ties to Nippon Paint.
 E1083487 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: Goh Cheng Liang | Statement: [Goh, hasNotableBearer, Goh Cheng Liang]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Goh Cheng Liang
Context triple: [Goh, hasNotableBearer, Goh Cheng Liang]
  • A. Goh Lay Kuan
    Goh Lay Kuan is a pioneering Singaporean dancer, choreographer, and arts educator widely regarded as a key figure in the development of contemporary dance and theatre in Singapore.
  • B. Goh Swee Chen
    Goh Swee Chen is a Singaporean business leader known for her senior executive roles in multinational corporations and contributions to corporate governance and public service.
  • C. Goh Poh Seng
    Goh Poh Seng was a Malaysian-born Singaporean poet, novelist, playwright, and cultural figure known for pioneering modern Singaporean literature and arts.
  • D. Goh Soon Huat
    Goh Soon Huat is a Malaysian professional badminton player known for competing in international men’s and mixed doubles events.
  • E. Lim Boon Heng
    Lim Boon Heng is a Singaporean politician and former cabinet minister who later became the chairman of Temasek Holdings, the country’s state-owned investment company.
  • 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: Goh Cheng Liang
Triple: [Goh, hasNotableBearer, Goh Cheng Liang]
Generated description
Goh Cheng Liang is a Singaporean billionaire businessman best known as the founder of Wuthelam Holdings, a major paints and coatings company with significant ties to Nippon Paint.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Goh Cheng Liang
Target entity description: Goh Cheng Liang is a Singaporean billionaire businessman best known as the founder of Wuthelam Holdings, a major paints and coatings company with significant ties to Nippon Paint.
  • A. Goh Lay Kuan
    Goh Lay Kuan is a pioneering Singaporean dancer, choreographer, and arts educator widely regarded as a key figure in the development of contemporary dance and theatre in Singapore.
  • B. Goh Swee Chen
    Goh Swee Chen is a Singaporean business leader known for her senior executive roles in multinational corporations and contributions to corporate governance and public service.
  • C. Goh Poh Seng
    Goh Poh Seng was a Malaysian-born Singaporean poet, novelist, playwright, and cultural figure known for pioneering modern Singaporean literature and arts.
  • D. Goh Soon Huat
    Goh Soon Huat is a Malaysian professional badminton player known for competing in international men’s and mixed doubles events.
  • E. Lim Boon Heng
    Lim Boon Heng is a Singaporean politician and former cabinet minister who later became the chairman of Temasek Holdings, the country’s state-owned investment company.
  • 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_69d81c5ced9c8190b0e9bcc6effe5959 completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de05c638248190bbe5d19f7b88d0f9 completed April 14, 2026, 9:15 a.m.
NED1 Entity disambiguation (via context triple) batch_69fcf7d20f548190a9f48e8c613abed4 completed May 7, 2026, 8:36 p.m.
NEDg Description generation batch_69fd0450cd888190a023490e459231eb completed May 7, 2026, 9:29 p.m.
NED2 Entity disambiguation (via description) batch_69fd04b618d88190bcd95947867b4775 completed May 7, 2026, 9:31 p.m.
Created at: April 9, 2026, 10:14 p.m.