Triple

T7506521
Position Surface form Disambiguated ID Type / Status
Subject Chumphon province E177403 entity
Predicate hasAirport P105 FINISHED
Object Chumphon Airport
Chumphon Airport is a regional airport in southern Thailand that serves as a gateway to Chumphon province and nearby Gulf of Thailand destinations.
E668884 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: Chumphon Airport | Statement: [Chumphon province, hasAirport, Chumphon Airport]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chumphon Airport
Context triple: [Chumphon province, hasAirport, Chumphon Airport]
  • A. Surat Thani Airport
    Surat Thani Airport is a regional international airport in southern Thailand that serves as a key gateway to Surat Thani Province and nearby Gulf of Thailand islands such as Koh Samui and Koh Phangan.
  • B. Nakhon Si Thammarat Airport
    Nakhon Si Thammarat Airport is a regional domestic airport in southern Thailand serving the city and province of Nakhon Si Thammarat.
  • C. Krabi International Airport
    Krabi International Airport is a major airport in southern Thailand that serves as the primary air gateway to the popular tourist destinations of Krabi Province and the Andaman Sea region.
  • D. U-Tapao–Rayong–Pattaya International Airport
    U-Tapao–Rayong–Pattaya International Airport is a major international and military airport in eastern Thailand that serves as the primary air gateway for Pattaya and the surrounding Rayong region.
  • E. Mae Sot Airport
    Mae Sot Airport is a regional airport in western Thailand that serves the town of Mae Sot and acts as a gateway to the nearby Thai-Myanmar border region.
  • 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: Chumphon Airport
Triple: [Chumphon province, hasAirport, Chumphon Airport]
Generated description
Chumphon Airport is a regional airport in southern Thailand that serves as a gateway to Chumphon province and nearby Gulf of Thailand destinations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chumphon Airport
Target entity description: Chumphon Airport is a regional airport in southern Thailand that serves as a gateway to Chumphon province and nearby Gulf of Thailand destinations.
  • A. Surat Thani Airport
    Surat Thani Airport is a regional international airport in southern Thailand that serves as a key gateway to Surat Thani Province and nearby Gulf of Thailand islands such as Koh Samui and Koh Phangan.
  • B. Nakhon Si Thammarat Airport
    Nakhon Si Thammarat Airport is a regional domestic airport in southern Thailand serving the city and province of Nakhon Si Thammarat.
  • C. Krabi International Airport
    Krabi International Airport is a major airport in southern Thailand that serves as the primary air gateway to the popular tourist destinations of Krabi Province and the Andaman Sea region.
  • D. U-Tapao–Rayong–Pattaya International Airport
    U-Tapao–Rayong–Pattaya International Airport is a major international and military airport in eastern Thailand that serves as the primary air gateway for Pattaya and the surrounding Rayong region.
  • E. Mae Sot Airport
    Mae Sot Airport is a regional airport in western Thailand that serves the town of Mae Sot and acts as a gateway to the nearby Thai-Myanmar border region.
  • 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_69c69f276b108190af2cc790b6554544 completed March 27, 2026, 3:15 p.m.
NER Named-entity recognition batch_69c6f5b76a288190bb3608a5e3bfa212 completed March 27, 2026, 9:25 p.m.
NED1 Entity disambiguation (via context triple) batch_69c83ca243288190bb253f4d91701407 completed March 28, 2026, 8:40 p.m.
NEDg Description generation batch_69c83d5884a88190a22c0fb54f9731c7 completed March 28, 2026, 8:43 p.m.
NED2 Entity disambiguation (via description) batch_69c84071abb88190a2dadd57ff088f3d completed March 28, 2026, 8:56 p.m.
Created at: March 27, 2026, 3:45 p.m.