Triple

T6756977
Position Surface form Disambiguated ID Type / Status
Subject Surat Thani E154485 entity
Predicate hasTransport P1298 FINISHED
Object 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.
E617906 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: Surat Thani Airport | Statement: [Surat Thani, hasTransport, Surat Thani Airport]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Surat Thani Airport
Context triple: [Surat Thani, hasTransport, Surat Thani Airport]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Wattay International Airport
    Wattay International Airport is the main international gateway to Laos, serving the capital city of Vientiane with regional and limited long-haul flights.
  • E. Hat Yai International Airport
    Hat Yai International Airport is a major international and domestic air gateway serving the city of Hat Yai and the wider southern region of Thailand.
  • 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: Surat Thani Airport
Triple: [Surat Thani, hasTransport, Surat Thani Airport]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Surat Thani Airport
Target entity description: 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.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. Wattay International Airport
    Wattay International Airport is the main international gateway to Laos, serving the capital city of Vientiane with regional and limited long-haul flights.
  • E. Hat Yai International Airport
    Hat Yai International Airport is a major international and domestic air gateway serving the city of Hat Yai and the wider southern region of Thailand.
  • 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_69c6880fd5808190be684854081e27dd completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d1f76c9c81908c213772a54f1352 completed March 27, 2026, 6:52 p.m.
NED1 Entity disambiguation (via context triple) batch_69c712ad568c8190bc82f6149c22273a completed March 27, 2026, 11:28 p.m.
NEDg Description generation batch_69c713b3accc81908d19c1b00e2c312c completed March 27, 2026, 11:33 p.m.
NED2 Entity disambiguation (via description) batch_69c7146413748190b844d9422dce42c2 completed March 27, 2026, 11:36 p.m.
Created at: March 27, 2026, 2:11 p.m.