Triple
T3017124
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | MAS |
E82362
|
entity |
| Predicate | operatorPrimaryHub |
P2958
|
FINISHED |
| Object | Kuala Lumpur International Airport |
E83764
|
NE FINISHED |
How this triple was built (3 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: Kuala Lumpur International Airport | Statement: [MAS, operatorPrimaryHub, Kuala Lumpur International Airport]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kuala Lumpur International Airport Context triple: [MAS, operatorPrimaryHub, Kuala Lumpur International Airport]
-
A.
Kuala Lumpur International Airport
chosen
Kuala Lumpur International Airport is Malaysia’s primary international gateway and one of Southeast Asia’s major aviation hubs, serving as the central base for Malaysia Airlines and numerous global carriers.
-
B.
Langkawi International Airport
Langkawi International Airport is the main airport serving the resort island of Langkawi in Malaysia, handling domestic and international flights for tourists and locals.
-
C.
Penang International Airport
Penang International Airport is a major Malaysian airport on Penang Island that serves as the primary air gateway for George Town and the surrounding northern region.
-
D.
Sultan Abdul Aziz Shah Airport
Sultan Abdul Aziz Shah Airport is a secondary airport serving the Kuala Lumpur area, known primarily for domestic and regional flights and general aviation in Selangor, Malaysia.
-
E.
Sultan Ismail Petra Airport
Sultan Ismail Petra Airport is the main commercial airport serving the state of Kelantan in northeastern Peninsular Malaysia.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: operatorPrimaryHub Context triple: [MAS, operatorPrimaryHub, Kuala Lumpur International Airport]
-
A.
operatedHub
Indicates that one entity functions as and manages the operations of a central hub or facility for another entity.
-
B.
primaryHubFor
chosen
Indicates that one entity serves as the main central hub or core point of coordination for another entity or set of entities.
-
C.
hubFor
Indicates that one entity serves as a central node or focal point through which activities, connections, or resources related to another entity are organized or routed.
-
D.
primaryHubFunction
Indicates that an entity serves as the main central node or core facility through which key activities, connections, or operations are coordinated or routed.
-
E.
secondaryHub
Indicates that an entity functions as a secondary or backup hub in relation to a primary hub within a network or system.
- F. None of above.
Provenance (4 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_69ad8b1eb53481908c39bbcd1ec104b2 |
completed | March 8, 2026, 2:43 p.m. |
| NER | Named-entity recognition | batch_69ad9a6c56708190b7d8d08bca727cc1 |
completed | March 8, 2026, 3:49 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b12e6eac1481909d56844e53c37b59 |
completed | March 11, 2026, 8:57 a.m. |
| PD | Predicate disambiguation | batch_69ad961a97188190809dc73430a8eda8 |
completed | March 8, 2026, 3:30 p.m. |
Created at: March 8, 2026, 3 p.m.