Triple

T18572364
Position Surface form Disambiguated ID Type / Status
Subject Raffles Institution E453901 entity
Predicate hasAlumnus P51 FINISHED
Object Paul Tambyah
Paul Tambyah is a Singaporean infectious diseases physician and academic known for his public health advocacy and leadership in both medical and political spheres.
E1337646 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: Paul Tambyah | Statement: [Raffles Institution, hasAlumnus, Paul Tambyah]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Paul Tambyah
Context triple: [Raffles Institution, hasAlumnus, Paul Tambyah]
  • A. Denzil Minnan-Wong
    Denzil Minnan-Wong is a Canadian politician best known for serving as a long-time Toronto city councillor and deputy mayor.
  • B. Tony Balkissoon
    Tony Balkissoon is a Canadian-American lawyer known in part for his marriage to journalist and attorney Laura Jarrett, daughter of former Obama advisor Valerie Jarrett.
  • C. Mark Chee
    Mark Chee is a molecular biologist and entrepreneur best known as a co-founder of Illumina, a leading company in DNA sequencing and genomics technologies.
  • D. Anthony Tan
    Anthony Tan is a Malaysian entrepreneur best known as the co-founder and CEO of Grab, Southeast Asia’s leading super-app for ride-hailing, deliveries, and digital financial services.
  • E. Edward Tang
    Edward Tang is a Hong Kong screenwriter best known for his work on Jackie Chan–led action films, including the influential "Police Story" series.
  • 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: Paul Tambyah
Triple: [Raffles Institution, hasAlumnus, Paul Tambyah]
Generated description
Paul Tambyah is a Singaporean infectious diseases physician and academic known for his public health advocacy and leadership in both medical and political spheres.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Paul Tambyah
Target entity description: Paul Tambyah is a Singaporean infectious diseases physician and academic known for his public health advocacy and leadership in both medical and political spheres.
  • A. Denzil Minnan-Wong
    Denzil Minnan-Wong is a Canadian politician best known for serving as a long-time Toronto city councillor and deputy mayor.
  • B. Tony Balkissoon
    Tony Balkissoon is a Canadian-American lawyer known in part for his marriage to journalist and attorney Laura Jarrett, daughter of former Obama advisor Valerie Jarrett.
  • C. Mark Chee
    Mark Chee is a molecular biologist and entrepreneur best known as a co-founder of Illumina, a leading company in DNA sequencing and genomics technologies.
  • D. Anthony Tan
    Anthony Tan is a Malaysian entrepreneur best known as the co-founder and CEO of Grab, Southeast Asia’s leading super-app for ride-hailing, deliveries, and digital financial services.
  • E. Edward Tang
    Edward Tang is a Hong Kong screenwriter best known for his work on Jackie Chan–led action films, including the influential "Police Story" series.
  • 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_6a05233eb5ec8190acb14c9e66b879ff completed May 14, 2026, 1:19 a.m.
NEDg Description generation batch_6a0524327ebc8190a613c84cff540d59 completed May 14, 2026, 1:24 a.m.
NED2 Entity disambiguation (via description) batch_6a0527d674fc81908fe4f90ae667802c completed May 14, 2026, 1:39 a.m.
Created at: April 10, 2026, 11:43 a.m.