Triple
T3795497
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Malaysia Aviation Group |
E89758
|
entity |
| Predicate | subsidiary |
P258
|
FINISHED |
| Object |
MAB Academy Sdn Bhd
MAB Academy Sdn Bhd is the training and development arm of Malaysia Aviation Group, providing aviation-related education and professional training services.
|
E389548
|
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 Academy Sdn Bhd | Statement: [Malaysia Aviation Group, subsidiary, MAB Academy Sdn Bhd]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: MAB Academy Sdn Bhd Context triple: [Malaysia Aviation Group, subsidiary, MAB Academy Sdn Bhd]
-
A.
MAB
MAB is a German bibliographic data format used for cataloging and exchanging library records, closely related to and historically aligned with MARC standards.
-
B.
MISC Berhad
MISC Berhad is a leading Malaysian international shipping and maritime logistics company, particularly known for its energy-related shipping services.
-
C.
Malaysia Campus
Malaysia Campus is the Malaysian branch of Heriot-Watt University, offering British-style higher education and research programs in Southeast Asia.
-
D.
Malaysia Campus
Malaysia Campus is the University of Nottingham’s international branch campus in Malaysia, offering British-style higher education and research in an Asian setting.
-
E.
MAB International Coordinating Council
The MAB International Coordinating Council is the main governing and decision-making body that oversees the implementation and strategic direction of UNESCO’s Man and the Biosphere Programme worldwide.
- 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 Academy Sdn Bhd Triple: [Malaysia Aviation Group, subsidiary, MAB Academy Sdn Bhd]
Generated description
MAB Academy Sdn Bhd is the training and development arm of Malaysia Aviation Group, providing aviation-related education and professional training services.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: MAB Academy Sdn Bhd Target entity description: MAB Academy Sdn Bhd is the training and development arm of Malaysia Aviation Group, providing aviation-related education and professional training services.
-
A.
MAB
MAB is a German bibliographic data format used for cataloging and exchanging library records, closely related to and historically aligned with MARC standards.
-
B.
MISC Berhad
MISC Berhad is a leading Malaysian international shipping and maritime logistics company, particularly known for its energy-related shipping services.
-
C.
Malaysia Campus
Malaysia Campus is the Malaysian branch of Heriot-Watt University, offering British-style higher education and research programs in Southeast Asia.
-
D.
Malaysia Campus
Malaysia Campus is the University of Nottingham’s international branch campus in Malaysia, offering British-style higher education and research in an Asian setting.
-
E.
MAB International Coordinating Council
The MAB International Coordinating Council is the main governing and decision-making body that oversees the implementation and strategic direction of UNESCO’s Man and the Biosphere Programme worldwide.
- 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.