Triple

T3795496
Position Surface form Disambiguated ID Type / Status
Subject Malaysia Aviation Group E89758 entity
Predicate subsidiary P258 FINISHED
Object 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.
 E389547 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: MAB Engineering Sdn Bhd | Statement: [Malaysia Aviation Group, subsidiary, MAB Engineering Sdn Bhd]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: MAB Engineering Sdn Bhd
Context triple: [Malaysia Aviation Group, subsidiary, MAB Engineering Sdn Bhd]
  • A. MISC Berhad
    MISC Berhad is a leading Malaysian international shipping and maritime logistics company, particularly known for its energy-related shipping services.
  • B. Petronas Carigali Sdn Bhd
    Petronas Carigali Sdn Bhd is the exploration and production arm of Malaysia’s national oil company, responsible for upstream oil and gas activities domestically and internationally.
  • C. Sunway Group
    Sunway Group is a Malaysian conglomerate with diversified interests in property development, construction, education, healthcare, and hospitality.
  • D. 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.
  • E. Petronas Chemicals Group Berhad
    Petronas Chemicals Group Berhad is a leading Malaysian integrated chemicals producer and one of the core business arms of the national oil company PETRONAS.
  • 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: MAB Engineering Sdn Bhd
Triple: [Malaysia Aviation Group, subsidiary, MAB Engineering Sdn Bhd]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: MAB Engineering Sdn Bhd
Target entity description: 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.
  • A. MISC Berhad
    MISC Berhad is a leading Malaysian international shipping and maritime logistics company, particularly known for its energy-related shipping services.
  • B. Petronas Carigali Sdn Bhd
    Petronas Carigali Sdn Bhd is the exploration and production arm of Malaysia’s national oil company, responsible for upstream oil and gas activities domestically and internationally.
  • C. Sunway Group
    Sunway Group is a Malaysian conglomerate with diversified interests in property development, construction, education, healthcare, and hospitality.
  • D. 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.
  • E. Petronas Chemicals Group Berhad
    Petronas Chemicals Group Berhad is a leading Malaysian integrated chemicals producer and one of the core business arms of the national oil company PETRONAS.
  • 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_69aed9597d6881909b6ee3b9de859223 completed March 9, 2026, 2:29 p.m.
NER Named-entity recognition batch_69aee79f09bc8190b7514a11a030eba5 completed March 9, 2026, 3:30 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4f05ea5e081908c4714ca35aed48b completed March 14, 2026, 5:21 a.m.
NEDg Description generation batch_69b4f2ed663c8190be431c7aae60259e completed March 14, 2026, 5:32 a.m.
NED2 Entity disambiguation (via description) batch_69b4f72eba988190acb96b44fc8b7c30 completed March 14, 2026, 5:50 a.m.
Created at: March 9, 2026, 3:15 p.m.