Triple
T1627008
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Milan Malpensa Airport |
E35167
|
entity |
| Predicate | servesAsCargoHubFor |
P30362
|
FINISHED |
| Object |
Cargolux Italia
Cargolux Italia is an Italian cargo airline based in Milan that operates international freight services as part of the Cargolux Group.
|
E184575
|
NE FINISHED |
How this triple was built (5 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: Cargolux Italia | Statement: [Milan Malpensa Airport, servesAsCargoHubFor, Cargolux Italia]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Cargolux Italia Context triple: [Milan Malpensa Airport, servesAsCargoHubFor, Cargolux Italia]
-
A.
Alitalia
Alitalia was Italy’s former flag carrier airline, operating international and domestic flights until it ceased operations in 2021.
-
B.
EuroAtlantic Airways
EuroAtlantic Airways is a Portuguese charter airline known for operating long-haul and wet-lease services for other carriers worldwide.
-
C.
Milliways
Milliways is the fictional, time-defying "Restaurant at the End of the Universe" from Douglas Adams' The Hitchhiker's Guide to the Galaxy series, where diners watch the cosmos end as dinner entertainment.
-
D.
Etihad Cargo
Etihad Cargo is the freight and logistics division of Etihad Airways, providing global air cargo services across an international network.
-
E.
Swiss International Air Lines
Swiss International Air Lines is the flag carrier airline of Switzerland, operating a global network of flights primarily from its hub in Zurich.
- 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: Cargolux Italia Triple: [Milan Malpensa Airport, servesAsCargoHubFor, Cargolux Italia]
Generated description
Cargolux Italia is an Italian cargo airline based in Milan that operates international freight services as part of the Cargolux Group.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Cargolux Italia Target entity description: Cargolux Italia is an Italian cargo airline based in Milan that operates international freight services as part of the Cargolux Group.
-
A.
Alitalia
Alitalia was Italy’s former flag carrier airline, operating international and domestic flights until it ceased operations in 2021.
-
B.
EuroAtlantic Airways
EuroAtlantic Airways is a Portuguese charter airline known for operating long-haul and wet-lease services for other carriers worldwide.
-
C.
Milliways
Milliways is the fictional, time-defying "Restaurant at the End of the Universe" from Douglas Adams' The Hitchhiker's Guide to the Galaxy series, where diners watch the cosmos end as dinner entertainment.
-
D.
Etihad Cargo
Etihad Cargo is the freight and logistics division of Etihad Airways, providing global air cargo services across an international network.
-
E.
Swiss International Air Lines
Swiss International Air Lines is the flag carrier airline of Switzerland, operating a global network of flights primarily from its hub in Zurich.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: servesAsCargoHubFor Context triple: [Milan Malpensa Airport, servesAsCargoHubFor, Cargolux Italia]
-
A.
hasCargoServices
Indicates that an entity provides or is equipped to handle cargo transportation or freight services for another entity or location.
-
B.
freightTraffic
Indicates the movement or volume of goods and cargo being transported, typically via commercial transport networks such as rail, road, sea, or air.
-
C.
mainCargo
Indicates that one entity serves as the primary or principal cargo carried or transported by another entity.
-
D.
hasCargoTerminal
Indicates that a location or facility includes or is equipped with a cargo terminal for handling freight.
-
E.
maritimeGatewayFor
Indicates a relationship where one location serves as the primary seaport or ocean-access point enabling maritime connectivity and trade for another location.
- F. None of above. chosen
Provenance (7 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_69a886023194819080a3fccd6e325d0e |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69a9431af5ac8190893133f1ae490142 |
completed | March 5, 2026, 8:47 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad58d12e808190a1319b1c87bcd22e |
completed | March 8, 2026, 11:09 a.m. |
| NEDg | Description generation | batch_69ad59fede48819084a163ff73fbc1da |
completed | March 8, 2026, 11:14 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad5a85071c8190bab5cefcd918bb8d |
completed | March 8, 2026, 11:16 a.m. |
| PD | Predicate disambiguation | batch_69a907c91c888190b6ed295c1a2e0977 |
completed | March 5, 2026, 4:34 a.m. |
| PDg | Predicate description generation | batch_69a94319becc819089c2daf45fe08a0c |
completed | March 5, 2026, 8:47 a.m. |
Created at: March 4, 2026, 7:28 p.m.