Triple

T13475396
Position Surface form Disambiguated ID Type / Status
Subject Ministry of Finance (Malaysia) E318236 entity
Predicate hasChildAgency P48916 FINISHED
Object Public Private Partnership Unit (UKAS) (Malaysia)
The Public Private Partnership Unit (UKAS) in Malaysia is a government body responsible for planning, evaluating, and overseeing public–private partnership projects and privatization initiatives to support national infrastructure and development goals.
E1043013 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: Public Private Partnership Unit (UKAS) (Malaysia) | Statement: [Ministry of Finance (Malaysia), hasChildAgency, Public Private Partnership Unit (UKAS) (Malaysia)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Public Private Partnership Unit (UKAS) (Malaysia)
Context triple: [Ministry of Finance (Malaysia), hasChildAgency, Public Private Partnership Unit (UKAS) (Malaysia)]
  • A. PLUS Malaysia Berhad
    PLUS Malaysia Berhad is Malaysia’s largest highway concessionaire company, responsible for operating and maintaining major expressways and key infrastructure across the country.
  • B. National Audit Department of Malaysia
    The National Audit Department of Malaysia is the federal government’s supreme audit institution responsible for independently examining and reporting on the management and use of public funds.
  • C. Putrajaya Corporation
    Putrajaya Corporation is the local authority responsible for administering and developing Malaysia’s federal administrative capital, Putrajaya, including its public infrastructure and landmarks.
  • D. United Engineers (Malaysia)
    United Engineers (Malaysia) is a Malaysian engineering and construction company known for undertaking major infrastructure projects in the region.
  • E. Institute of Research Management and Services, University of Malaya
    The Institute of Research Management and Services at the University of Malaya is a central administrative and support unit that oversees research governance, funding, and services to enhance the university’s research quality and impact.
  • 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: Public Private Partnership Unit (UKAS) (Malaysia)
Triple: [Ministry of Finance (Malaysia), hasChildAgency, Public Private Partnership Unit (UKAS) (Malaysia)]
Generated description
The Public Private Partnership Unit (UKAS) in Malaysia is a government body responsible for planning, evaluating, and overseeing public–private partnership projects and privatization initiatives to support national infrastructure and development goals.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Public Private Partnership Unit (UKAS) (Malaysia)
Target entity description: The Public Private Partnership Unit (UKAS) in Malaysia is a government body responsible for planning, evaluating, and overseeing public–private partnership projects and privatization initiatives to support national infrastructure and development goals.
  • A. PLUS Malaysia Berhad
    PLUS Malaysia Berhad is Malaysia’s largest highway concessionaire company, responsible for operating and maintaining major expressways and key infrastructure across the country.
  • B. National Audit Department of Malaysia
    The National Audit Department of Malaysia is the federal government’s supreme audit institution responsible for independently examining and reporting on the management and use of public funds.
  • C. Putrajaya Corporation
    Putrajaya Corporation is the local authority responsible for administering and developing Malaysia’s federal administrative capital, Putrajaya, including its public infrastructure and landmarks.
  • D. United Engineers (Malaysia)
    United Engineers (Malaysia) is a Malaysian engineering and construction company known for undertaking major infrastructure projects in the region.
  • E. Institute of Research Management and Services, University of Malaya
    The Institute of Research Management and Services at the University of Malaya is a central administrative and support unit that oversees research governance, funding, and services to enhance the university’s research quality and impact.
  • 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_69d806b6bfec819089222715b2e86c8e completed April 9, 2026, 8:06 p.m.
NER Named-entity recognition batch_69dbaf2551b48190a074fd256791742d completed April 12, 2026, 2:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69f7462f94988190a857fa8cd32cdd0a completed May 3, 2026, 12:57 p.m.
NEDg Description generation batch_69f748dfd4f081908fd5d77fe70f9db4 completed May 3, 2026, 1:08 p.m.
NED2 Entity disambiguation (via description) batch_69f74965c53081909c662f7f991849bf completed May 3, 2026, 1:11 p.m.
Created at: April 9, 2026, 9:42 p.m.