Triple

T15485323
Position Surface form Disambiguated ID Type / Status
Subject Marsa Alam E377031 entity
Predicate hasNearbyAirport P4363 FINISHED
Object Marsa Alam International Airport
Marsa Alam International Airport is a modern Egyptian airport on the Red Sea coast that serves as a key gateway for tourists visiting the resort town of Marsa Alam and surrounding diving destinations.
E1160730 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: Marsa Alam International Airport | Statement: [Marsa Alam, hasNearbyAirport, Marsa Alam International Airport]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Marsa Alam International Airport
Context triple: [Marsa Alam, hasNearbyAirport, Marsa Alam International Airport]
  • A. Hurghada International Airport
    Hurghada International Airport is a major Egyptian airport on the Red Sea coast that serves the popular resort city of Hurghada and handles significant tourist traffic from Europe and the Middle East.
  • B. Marsa Matruh International Airport
    Marsa Matruh International Airport is a public airport in the coastal city of Marsa Matruh, Egypt, serving as a regional hub for domestic and seasonal international flights to this Mediterranean resort area.
  • C. Sharm El Sheikh International Airport
    Sharm El Sheikh International Airport is a major international gateway to the Red Sea resort city of Sharm El Sheikh in Egypt, serving as a key hub for tourism and leisure travel.
  • D. Assiut Airport
    Assiut Airport is a regional public airport serving the city of Assiut and the surrounding area in Upper Egypt.
  • E. Red Sea International Airport
    Red Sea International Airport is a modern airport in Saudi Arabia built to serve the luxury tourism and development hub of the Red Sea Project on the kingdom’s western coast.
  • 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: Marsa Alam International Airport
Triple: [Marsa Alam, hasNearbyAirport, Marsa Alam International Airport]
Generated description
Marsa Alam International Airport is a modern Egyptian airport on the Red Sea coast that serves as a key gateway for tourists visiting the resort town of Marsa Alam and surrounding diving destinations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Marsa Alam International Airport
Target entity description: Marsa Alam International Airport is a modern Egyptian airport on the Red Sea coast that serves as a key gateway for tourists visiting the resort town of Marsa Alam and surrounding diving destinations.
  • A. Hurghada International Airport
    Hurghada International Airport is a major Egyptian airport on the Red Sea coast that serves the popular resort city of Hurghada and handles significant tourist traffic from Europe and the Middle East.
  • B. Marsa Matruh International Airport
    Marsa Matruh International Airport is a public airport in the coastal city of Marsa Matruh, Egypt, serving as a regional hub for domestic and seasonal international flights to this Mediterranean resort area.
  • C. Sharm El Sheikh International Airport
    Sharm El Sheikh International Airport is a major international gateway to the Red Sea resort city of Sharm El Sheikh in Egypt, serving as a key hub for tourism and leisure travel.
  • D. Assiut Airport
    Assiut Airport is a regional public airport serving the city of Assiut and the surrounding area in Upper Egypt.
  • E. Red Sea International Airport
    Red Sea International Airport is a modern airport in Saudi Arabia built to serve the luxury tourism and development hub of the Red Sea Project on the kingdom’s western coast.
  • 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_69d85cd21dcc81908646251b1c26ea00 completed April 10, 2026, 2:13 a.m.
NER Named-entity recognition batch_69e03f8f71a08190a440ff19dcc65312 completed April 16, 2026, 1:46 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff365b3980819094d3ca0b7766009c completed May 9, 2026, 1:27 p.m.
NEDg Description generation batch_69ff376dac388190ab3b7e3553d2de29 completed May 9, 2026, 1:32 p.m.
NED2 Entity disambiguation (via description) batch_69ff382f1bbc8190810d0d825430f9ea completed May 9, 2026, 1:35 p.m.
Created at: April 10, 2026, 3:46 a.m.