Triple

T8780133
Position Surface form Disambiguated ID Type / Status
Subject Hat Yai E208703 entity
Predicate hasTransport P1298 FINISHED
Object Hat Yai railway station
Hat Yai railway station is a major rail hub in southern Thailand, serving as a key junction for regional and international train services, particularly toward Malaysia.
E757929 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: Hat Yai railway station | Statement: [Hat Yai, hasTransport, Hat Yai railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hat Yai railway station
Context triple: [Hat Yai, hasTransport, Hat Yai railway station]
  • A. 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.
  • B. 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.
  • C. Pattani railway station
    Pattani railway station is a key rail transport hub serving the town and surrounding region of Pattani in southern Thailand.
  • 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. Don Mueang railway station
    Don Mueang railway station is a major rail hub in Bangkok, Thailand, serving the Don Mueang area and providing convenient train access for passengers using Don Mueang International Airport.
  • 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: Hat Yai railway station
Triple: [Hat Yai, hasTransport, Hat Yai railway station]
Generated description
Hat Yai railway station is a major rail hub in southern Thailand, serving as a key junction for regional and international train services, particularly toward Malaysia.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hat Yai railway station
Target entity description: Hat Yai railway station is a major rail hub in southern Thailand, serving as a key junction for regional and international train services, particularly toward Malaysia.
  • A. 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.
  • B. 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.
  • C. Pattani railway station
    Pattani railway station is a key rail transport hub serving the town and surrounding region of Pattani in southern Thailand.
  • 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. Don Mueang railway station
    Don Mueang railway station is a major rail hub in Bangkok, Thailand, serving the Don Mueang area and providing convenient train access for passengers using Don Mueang International Airport.
  • 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_69ca835fbee88190bf625939bac48d7f completed March 30, 2026, 2:06 p.m.
NER Named-entity recognition batch_69cc5f548aa48190b2e73f292758e361 completed March 31, 2026, 11:57 p.m.
NED1 Entity disambiguation (via context triple) batch_69cf51df4a608190883a093dbd169976 completed April 3, 2026, 5:36 a.m.
NEDg Description generation batch_69cf54d366608190a94797b10389e6ca completed April 3, 2026, 5:49 a.m.
NED2 Entity disambiguation (via description) batch_69cf55940918819088ed8a6ea2f8f460 completed April 3, 2026, 5:52 a.m.
Created at: March 30, 2026, 6:42 p.m.