Triple

T2300672
Position Surface form Disambiguated ID Type / Status
Subject Shymkent E51721 entity
Predicate hasAirport P105 FINISHED
Object Shymkent International Airport
Shymkent International Airport is a major airport in southern Kazakhstan that serves the city of Shymkent with domestic and international flights.
E253856 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: Shymkent International Airport | Statement: [Shymkent, hasAirport, Shymkent International Airport]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Shymkent International Airport
Context triple: [Shymkent, hasAirport, Shymkent International Airport]
  • A. Almaty International Airport
    Almaty International Airport is the main international gateway and busiest airport in Kazakhstan, serving the city of Almaty and the surrounding region.
  • B. Nursultan Nazarbayev International Airport
    Nursultan Nazarbayev International Airport is the primary international airport serving Kazakhstan’s capital, Astana, and a major air hub in Central Asia.
  • C. Tolmachevo Airport
    Tolmachevo Airport is a major international airport in Novosibirsk, Russia, serving as a key air transport hub for Siberia and a primary base for several Russian airlines.
  • D. Almaza Airport
    Almaza Airport is a historic airfield in Cairo that served as the city's main airport before the opening of Cairo International Airport.
  • E. Chinggis Khaan International Airport
    Chinggis Khaan International Airport is the main international airport serving Mongolia and its capital city, Ulaanbaatar.
  • 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: Shymkent International Airport
Triple: [Shymkent, hasAirport, Shymkent International Airport]
Generated description
Shymkent International Airport is a major airport in southern Kazakhstan that serves the city of Shymkent with domestic and international flights.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Shymkent International Airport
Target entity description: Shymkent International Airport is a major airport in southern Kazakhstan that serves the city of Shymkent with domestic and international flights.
  • A. Almaty International Airport
    Almaty International Airport is the main international gateway and busiest airport in Kazakhstan, serving the city of Almaty and the surrounding region.
  • B. Nursultan Nazarbayev International Airport
    Nursultan Nazarbayev International Airport is the primary international airport serving Kazakhstan’s capital, Astana, and a major air hub in Central Asia.
  • C. Tolmachevo Airport
    Tolmachevo Airport is a major international airport in Novosibirsk, Russia, serving as a key air transport hub for Siberia and a primary base for several Russian airlines.
  • D. Almaza Airport
    Almaza Airport is a historic airfield in Cairo that served as the city's main airport before the opening of Cairo International Airport.
  • E. Chinggis Khaan International Airport
    Chinggis Khaan International Airport is the main international airport serving Mongolia and its capital city, Ulaanbaatar.
  • 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_69a88b0a9f248190bcff941463d8f65a completed March 4, 2026, 7:42 p.m.
NER Named-entity recognition batch_69abc5edc1348190a4d84606b1310711 completed March 7, 2026, 6:30 a.m.
NED1 Entity disambiguation (via context triple) batch_69ae7f2e338881908e09d19f469a59ce completed March 9, 2026, 8:05 a.m.
NEDg Description generation batch_69ae7fd78ee48190990fc7b5034b662b completed March 9, 2026, 8:07 a.m.
NED2 Entity disambiguation (via description) batch_69ae80dadf208190913211329a40b4ee completed March 9, 2026, 8:12 a.m.
Created at: March 4, 2026, 7:49 p.m.