Triple
T3408226
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Qatar Airways Cargo |
E71825
|
entity |
| Predicate | usesAirportAsHub |
P4364
|
FINISHED |
| Object | Hamad International Airport |
E67888
|
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: Hamad International Airport | Statement: [Qatar Airways Cargo, usesAirportAsHub, Hamad International Airport]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Hamad International Airport Context triple: [Qatar Airways Cargo, usesAirportAsHub, Hamad International Airport]
-
A.
Hamad International Airport
chosen
Hamad International Airport is Qatar’s main international airport and a major Middle Eastern aviation hub located in Doha.
-
B.
Doha International Airport
Doha International Airport was the former main airport serving Doha, Qatar, before being superseded by the modern Hamad International Airport.
-
C.
Al Bateen Airport
Al Bateen Airport is a former main airport of Abu Dhabi that now operates primarily as a dedicated executive and private jet airport.
-
D.
Bahrain International Airport
Bahrain International Airport is the main international gateway to the Kingdom of Bahrain, serving as a key aviation hub for the Persian Gulf region.
-
E.
Al Maktoum International Airport
Al Maktoum International Airport is a major airport in the United Arab Emirates designed to become one of the world’s largest air transport hubs.
- 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: usesAirportAsHub Context triple: [Qatar Airways Cargo, usesAirportAsHub, Hamad International Airport]
-
A.
airportServesAs
Indicates that an airport functions in a particular role or capacity (such as primary, secondary, or hub) for a specified area, organization, or service.
-
B.
airportUse
Indicates that an airport is used or utilized by a particular entity, such as an airline, organization, or service.
-
C.
airlineHub
chosen
Indicates that a particular location (typically an airport or city) serves as a central hub or primary operational base for an airline.
-
D.
airportServed
Indicates that a particular airport provides service to, or is used for air travel to and from, a given location or area.
-
E.
connectsWithAirport
Indicates that there is a direct transportation or operational link established between an entity and an airport.
- 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_69ad85ac312481909e7027ced1456a9f |
completed | March 8, 2026, 2:20 p.m. |
| NER | Named-entity recognition | batch_69adb9056acc8190a9c50ec374851ac8 |
completed | March 8, 2026, 5:59 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b360be3b6c81909ee0ac6d4512a56d |
completed | March 13, 2026, 12:56 a.m. |
| PD | Predicate disambiguation | batch_69adadfa73ac8190a163f93e88d217f8 |
completed | March 8, 2026, 5:12 p.m. |
Created at: March 8, 2026, 3:15 p.m.