Triple

T7566449
Position Surface form Disambiguated ID Type / Status
Subject Malaysia–Singapore Second Link E178924 entity
Predicate constructedBy P3143 FINISHED
Object United Engineers (Malaysia)
United Engineers (Malaysia) is a Malaysian engineering and construction company known for undertaking major infrastructure projects in the region.
 E672749 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: United Engineers (Malaysia) | Statement: [Malaysia–Singapore Second Link, constructedBy, United Engineers (Malaysia)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: United Engineers (Malaysia)
Context triple: [Malaysia–Singapore Second Link, constructedBy, United Engineers (Malaysia)]
  • A. MAB Engineering Sdn Bhd
    MAB Engineering Sdn Bhd is the maintenance, repair, and overhaul (MRO) arm of Malaysia Aviation Group, providing engineering and technical support services for its airline operations.
  • B. SIA Engineering Company
    SIA Engineering Company is a Singapore-based aircraft maintenance, repair, and overhaul (MRO) provider that services commercial airlines worldwide.
  • C. MAB Engineering
    MAB Engineering is the maintenance, repair, and overhaul (MRO) arm of Malaysia Aviation Group, providing engineering and technical support services for aircraft and aviation operations.
  • D. CBM Engineers
    CBM Engineers is an engineering firm known for providing structural design and consulting services for major high-rise and complex building projects.
  • E. M-E Engineers, Inc.
    M-E Engineers, Inc. is a mechanical and electrical engineering consulting firm known for providing building systems design services for major facilities, including sports venues like Coors Field.
  • 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: United Engineers (Malaysia)
Triple: [Malaysia–Singapore Second Link, constructedBy, United Engineers (Malaysia)]
Generated description
United Engineers (Malaysia) is a Malaysian engineering and construction company known for undertaking major infrastructure projects in the region.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: United Engineers (Malaysia)
Target entity description: United Engineers (Malaysia) is a Malaysian engineering and construction company known for undertaking major infrastructure projects in the region.
  • A. MAB Engineering Sdn Bhd
    MAB Engineering Sdn Bhd is the maintenance, repair, and overhaul (MRO) arm of Malaysia Aviation Group, providing engineering and technical support services for its airline operations.
  • B. SIA Engineering Company
    SIA Engineering Company is a Singapore-based aircraft maintenance, repair, and overhaul (MRO) provider that services commercial airlines worldwide.
  • C. MAB Engineering
    MAB Engineering is the maintenance, repair, and overhaul (MRO) arm of Malaysia Aviation Group, providing engineering and technical support services for aircraft and aviation operations.
  • D. CBM Engineers
    CBM Engineers is an engineering firm known for providing structural design and consulting services for major high-rise and complex building projects.
  • E. M-E Engineers, Inc.
    M-E Engineers, Inc. is a mechanical and electrical engineering consulting firm known for providing building systems design services for major facilities, including sports venues like Coors Field.
  • 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_69c69f2f80288190b95cceb4da92ab2b completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f8fde87c81909795fc713d7378ff completed March 27, 2026, 9:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69c856dc5ea881908c2e0075f9631af4 completed March 28, 2026, 10:31 p.m.
NEDg Description generation batch_69c8575116c481909aa2bebb997e2883 completed March 28, 2026, 10:33 p.m.
NED2 Entity disambiguation (via description) batch_69c857d522dc8190ae3c4734ac428334 completed March 28, 2026, 10:36 p.m.
Created at: March 27, 2026, 3:50 p.m.