Triple

T3795489
Position Surface form Disambiguated ID Type / Status
Subject Malaysia Aviation Group E89758 entity
Predicate owns P347 FINISHED
Object 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.
E389543 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 | Statement: [Malaysia Aviation Group, owns, MAB Engineering]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: MAB Engineering
Context triple: [Malaysia Aviation Group, owns, MAB Engineering]
  • A. McKelvey Engineering
    McKelvey Engineering is the engineering school of Washington University in St. Louis, known for its research and education in fields such as biomedical, mechanical, electrical, and computer engineering.
  • B. SIA Engineering Company
    SIA Engineering Company is a Singapore-based aircraft maintenance, repair, and overhaul (MRO) provider that services commercial airlines worldwide.
  • C. Scomi Engineering
    Scomi Engineering is a Malaysian engineering company known for designing and supplying monorail systems and related urban transport solutions.
  • 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. Osborn Engineering Company
    Osborn Engineering Company was an American engineering and architectural firm known for designing major sports stadiums and other large-scale structures in the early 20th century.
  • 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
Triple: [Malaysia Aviation Group, owns, MAB Engineering]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: MAB Engineering
Target entity description: 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.
  • A. McKelvey Engineering
    McKelvey Engineering is the engineering school of Washington University in St. Louis, known for its research and education in fields such as biomedical, mechanical, electrical, and computer engineering.
  • B. SIA Engineering Company
    SIA Engineering Company is a Singapore-based aircraft maintenance, repair, and overhaul (MRO) provider that services commercial airlines worldwide.
  • C. Scomi Engineering
    Scomi Engineering is a Malaysian engineering company known for designing and supplying monorail systems and related urban transport solutions.
  • 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. Osborn Engineering Company
    Osborn Engineering Company was an American engineering and architectural firm known for designing major sports stadiums and other large-scale structures in the early 20th century.
  • 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.