Triple

T9528221
Position Surface form Disambiguated ID Type / Status
Subject Ministry of Health (Singapore) E229815 entity
Predicate subordinateAgency P23339 FINISHED
Object National Healthcare Group
The National Healthcare Group is a leading Singaporean public healthcare provider that manages a network of hospitals, polyclinics, and specialty centers to deliver integrated care to the population.
 E805987 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: National Healthcare Group | Statement: [Ministry of Health (Singapore), subordinateAgency, National Healthcare Group]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: National Healthcare Group
Context triple: [Ministry of Health (Singapore), subordinateAgency, National Healthcare Group]
  • A. Alliance Healthcare
    Alliance Healthcare is a major pharmaceutical wholesaler and healthcare services provider operating across multiple European and international markets.
  • B. Medlantic Healthcare Group
    Medlantic Healthcare Group was a regional healthcare organization that served as the predecessor to the large not-for-profit health system now known as MedStar Health.
  • C. Universal Health Services
    Universal Health Services is a major American healthcare management company that owns and operates hospitals and other medical facilities across the United States and abroad.
  • D. National Health Service
    The National Health Service is the United Kingdom’s publicly funded healthcare system that provides comprehensive medical services to residents, largely free at the point of use.
  • E. HCA Healthcare
    HCA Healthcare is a large American for-profit healthcare company that operates a nationwide network of hospitals and healthcare facilities.
  • 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: National Healthcare Group
Triple: [Ministry of Health (Singapore), subordinateAgency, National Healthcare Group]
Generated description
The National Healthcare Group is a leading Singaporean public healthcare provider that manages a network of hospitals, polyclinics, and specialty centers to deliver integrated care to the population.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: National Healthcare Group
Target entity description: The National Healthcare Group is a leading Singaporean public healthcare provider that manages a network of hospitals, polyclinics, and specialty centers to deliver integrated care to the population.
  • A. Alliance Healthcare
    Alliance Healthcare is a major pharmaceutical wholesaler and healthcare services provider operating across multiple European and international markets.
  • B. Medlantic Healthcare Group
    Medlantic Healthcare Group was a regional healthcare organization that served as the predecessor to the large not-for-profit health system now known as MedStar Health.
  • C. Universal Health Services
    Universal Health Services is a major American healthcare management company that owns and operates hospitals and other medical facilities across the United States and abroad.
  • D. National Health Service
    The National Health Service is the United Kingdom’s publicly funded healthcare system that provides comprehensive medical services to residents, largely free at the point of use.
  • E. HCA Healthcare
    HCA Healthcare is a large American for-profit healthcare company that operates a nationwide network of hospitals and healthcare facilities.
  • 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_69ca8479934c81908006d0e6e970ae05 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd98b0466081908eb637e2185dea37 completed April 1, 2026, 10:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69d14c30c6008190b2eff99d74f18070 completed April 4, 2026, 5:36 p.m.
NEDg Description generation batch_69d14ea0ae408190bcb375a2540c3221 completed April 4, 2026, 5:47 p.m.
NED2 Entity disambiguation (via description) batch_69d14f13fcdc8190a227d756f1342f16 completed April 4, 2026, 5:49 p.m.
Created at: March 30, 2026, 8 p.m.