Triple
T16058607
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | MAB Engineering Sdn Bhd |
E389547
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object | Malaysia Aviation Group MRO division |
E89758
|
NE FINISHED |
How this triple was built (2 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: Malaysia Aviation Group MRO division | Statement: [MAB Engineering Sdn Bhd, partOf, Malaysia Aviation Group MRO division]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Malaysia Aviation Group MRO division Context triple: [MAB Engineering Sdn Bhd, partOf, Malaysia Aviation Group MRO division]
-
A.
Malaysia Aviation Group
chosen
Malaysia Aviation Group is a Malaysian state-owned aviation holding company that oversees Malaysia Airlines and several related aviation and travel businesses.
-
B.
Malaysia Airports Holdings Berhad
Malaysia Airports Holdings Berhad is a Malaysian airport operator that manages and maintains most of the country’s major airports, including both domestic and international hubs.
-
C.
Malindo Air
Malindo Air is a Malaysian hybrid full-service and low-cost airline that became the first operator of the Boeing 737 MAX 8.
-
D.
Malaysia-based AirAsia Group
Malaysia-based AirAsia Group is a major low-cost airline conglomerate in Southeast Asia, known for pioneering budget air travel across the region through its extensive network of affiliated carriers.
-
E.
Malaysia Airlines
Malaysia Airlines is the flag carrier of Malaysia, operating international and domestic flights across Asia, Europe, and other regions from its main hub in Kuala Lumpur.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d86dae698881908327ef2d67706cb9 |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e1837729e4819086e7429e0a76b0d7 |
completed | April 17, 2026, 12:48 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ffe47a92608190993fe7f2c5957019 |
completed | May 10, 2026, 1:50 a.m. |
Created at: April 10, 2026, 4:57 a.m.