Triple

T18572284
Position Surface form Disambiguated ID Type / Status
Subject Raffles Institution E453901 entity
Predicate hasAlumnus P51 FINISHED
Object Lim Hng Kiang
Lim Hng Kiang is a Singaporean politician who has served in various ministerial roles, including as Minister for Trade and Industry, and was a long-time Member of Parliament.
E1343714 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: Lim Hng Kiang | Statement: [Raffles Institution, hasAlumnus, Lim Hng Kiang]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lim Hng Kiang
Context triple: [Raffles Institution, hasAlumnus, Lim Hng Kiang]
  • A. Toh Chin Chye
    Toh Chin Chye was a prominent Singaporean politician and founding member of the People’s Action Party who served as Deputy Prime Minister and played a key role in Singapore’s early nation-building.
  • B. 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.
  • C. Liang Wern Fook
    Liang Wern Fook is a prominent Singaporean xinyao pioneer, songwriter, and Chinese-language poet known for his influential contributions to Singapore’s Mandarin music and literature.
  • D. Cheah Soon Kit
    Cheah Soon Kit is a former Malaysian badminton player renowned for his achievements in men's doubles on the international stage.
  • E. 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.
  • 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: Lim Hng Kiang
Triple: [Raffles Institution, hasAlumnus, Lim Hng Kiang]
Generated description
Lim Hng Kiang is a Singaporean politician who has served in various ministerial roles, including as Minister for Trade and Industry, and was a long-time Member of Parliament.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lim Hng Kiang
Target entity description: Lim Hng Kiang is a Singaporean politician who has served in various ministerial roles, including as Minister for Trade and Industry, and was a long-time Member of Parliament.
  • A. Toh Chin Chye
    Toh Chin Chye was a prominent Singaporean politician and founding member of the People’s Action Party who served as Deputy Prime Minister and played a key role in Singapore’s early nation-building.
  • B. 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.
  • C. Liang Wern Fook
    Liang Wern Fook is a prominent Singaporean xinyao pioneer, songwriter, and Chinese-language poet known for his influential contributions to Singapore’s Mandarin music and literature.
  • D. Cheah Soon Kit
    Cheah Soon Kit is a former Malaysian badminton player renowned for his achievements in men's doubles on the international stage.
  • E. 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.
  • 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_69d8d38974308190a9174430ef256b73 completed April 10, 2026, 10:40 a.m.
NER Named-entity recognition batch_69e53b032488819098de683bb5c42c4b completed April 19, 2026, 8:28 p.m.
NED1 Entity disambiguation (via context triple) batch_6a055bab540c81908571c8b2147a63d2 completed May 14, 2026, 5:20 a.m.
NEDg Description generation batch_6a055d0ae0bc81908490b1d8d02ba59d completed May 14, 2026, 5:26 a.m.
NED2 Entity disambiguation (via description) batch_6a055dab68808190b06832dbcd7f0904 completed May 14, 2026, 5:29 a.m.
Created at: April 10, 2026, 11:43 a.m.