Triple

T6756998
Position Surface form Disambiguated ID Type / Status
Subject Surat Thani E154485 entity
Predicate isServedBy P1293 FINISHED
Object Surat Thani railway station
Surat Thani railway station is a major rail hub in southern Thailand that serves as the primary gateway for train travel to Surat Thani city and nearby tourist destinations such as the islands of the Gulf of Thailand.
E617907 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 railway station | Statement: [Surat Thani, isServedBy, Surat Thani railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Surat Thani railway station
Context triple: [Surat Thani, isServedBy, Surat Thani railway station]
  • A. Ratchaprarop station
    Ratchaprarop station is an elevated railway station in central Bangkok serving the Airport Rail Link line that connects the city to Suvarnabhumi Airport.
  • B. Sala Daeng Station
    Sala Daeng Station is a major elevated BTS Skytrain station in central Bangkok, serving as a key transit hub near the Silom business and entertainment district.
  • C. Ramkhamhaeng station
    Ramkhamhaeng station is a Bangkok railway station on the Airport Rail Link line that connects the city center with Suvarnabhumi Airport.
  • D. Phaya Thai station
    Phaya Thai station is a major transit hub in Bangkok that connects the Airport Rail Link with the city’s urban rail network.
  • E. Ban Thap Chang station
    Ban Thap Chang station is a rail stop in Bangkok served by the Airport Rail Link, providing commuter and airport access along the city–Suvarnabhumi Airport corridor.
  • 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 railway station
Triple: [Surat Thani, isServedBy, Surat Thani railway station]
Generated description
Surat Thani railway station is a major rail hub in southern Thailand that serves as the primary gateway for train travel to Surat Thani city and nearby tourist destinations such as the islands of the Gulf of Thailand.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Surat Thani railway station
Target entity description: Surat Thani railway station is a major rail hub in southern Thailand that serves as the primary gateway for train travel to Surat Thani city and nearby tourist destinations such as the islands of the Gulf of Thailand.
  • A. Ratchaprarop station
    Ratchaprarop station is an elevated railway station in central Bangkok serving the Airport Rail Link line that connects the city to Suvarnabhumi Airport.
  • B. Sala Daeng Station
    Sala Daeng Station is a major elevated BTS Skytrain station in central Bangkok, serving as a key transit hub near the Silom business and entertainment district.
  • C. Ramkhamhaeng station
    Ramkhamhaeng station is a Bangkok railway station on the Airport Rail Link line that connects the city center with Suvarnabhumi Airport.
  • D. Phaya Thai station
    Phaya Thai station is a major transit hub in Bangkok that connects the Airport Rail Link with the city’s urban rail network.
  • E. Ban Thap Chang station
    Ban Thap Chang station is a rail stop in Bangkok served by the Airport Rail Link, providing commuter and airport access along the city–Suvarnabhumi Airport corridor.
  • 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.