Triple
T1843909
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kedah |
E41239
|
entity |
| Predicate | hasAirport |
P105
|
FINISHED |
| Object |
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.
|
E207283
|
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: Langkawi International Airport | Statement: [Kedah, hasAirport, Langkawi International Airport]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Langkawi International Airport Context triple: [Kedah, hasAirport, Langkawi International Airport]
-
A.
Kota Kinabalu International Airport
Kota Kinabalu International Airport is a major airport in Sabah, Malaysia, serving as a key gateway to Borneo and a significant regional hub for both domestic and international flights.
-
B.
Kuala Lumpur International Airport
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.
-
C.
Kuching International Airport
Kuching International Airport is a major airport in Sarawak, Malaysia, serving as a key gateway to Borneo and an important regional hub for domestic and international flights.
-
D.
Sultan Abdul Halim Airport
Sultan Abdul Halim Airport is a regional public airport serving the state of Kedah in northern Peninsular Malaysia, providing domestic flight connections and access to the city of Alor Setar.
-
E.
Kualanamu International Airport
Kualanamu International Airport is a major international airport in North Sumatra, Indonesia, serving the city of Medan as one of the country’s primary air transport hubs.
- 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: Langkawi International Airport Triple: [Kedah, hasAirport, Langkawi International Airport]
Generated description
Langkawi International Airport is the main airport serving the resort island of Langkawi in Malaysia, handling domestic and international flights for tourists and locals.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Langkawi International Airport Target entity description: Langkawi International Airport is the main airport serving the resort island of Langkawi in Malaysia, handling domestic and international flights for tourists and locals.
-
A.
Kota Kinabalu International Airport
Kota Kinabalu International Airport is a major airport in Sabah, Malaysia, serving as a key gateway to Borneo and a significant regional hub for both domestic and international flights.
-
B.
Kuala Lumpur International Airport
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.
-
C.
Kuching International Airport
Kuching International Airport is a major airport in Sarawak, Malaysia, serving as a key gateway to Borneo and an important regional hub for domestic and international flights.
-
D.
Sultan Abdul Halim Airport
Sultan Abdul Halim Airport is a regional public airport serving the state of Kedah in northern Peninsular Malaysia, providing domestic flight connections and access to the city of Alor Setar.
-
E.
Kualanamu International Airport
Kualanamu International Airport is a major international airport in North Sumatra, Indonesia, serving the city of Medan as one of the country’s primary air transport hubs.
- 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_69a88648cd44819093303206d96d76ad |
completed | March 4, 2026, 7:21 p.m. |
| NER | Named-entity recognition | batch_69abb04eb0748190b226f932e544925f |
completed | March 7, 2026, 4:57 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69add1c482908190b940497fc5d5db60 |
completed | March 8, 2026, 7:45 p.m. |
| NEDg | Description generation | batch_69add2ac44f48190bd62c504b31210e8 |
completed | March 8, 2026, 7:49 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69add305bd108190b5e7e0f3d30a2c58 |
completed | March 8, 2026, 7:50 p.m. |
Created at: March 4, 2026, 7:33 p.m.