Triple

T3432754
Position Surface form Disambiguated ID Type / Status
Subject Nerang E72376 entity
Predicate hasRailwayStation P918 FINISHED
Object Nerang railway station
Nerang railway station is a suburban train station on Queensland's Gold Coast, serving the town of Nerang and connecting it to Brisbane and other regional destinations.
 E364633 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: Nerang railway station | Statement: [Nerang, hasRailwayStation, Nerang railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Nerang railway station
Context triple: [Nerang, hasRailwayStation, Nerang railway station]
  • A. Tuggerah railway station
    Tuggerah railway station is a suburban train station on the Central Coast of New South Wales, Australia, serving the town of Tuggerah on the Main Northern line.
  • B. Narara railway station
    Narara railway station is a suburban train station on the Central Coast of New South Wales, Australia, serving the Narara area on the Main Northern line.
  • C. Kingsgrove railway station
    Kingsgrove railway station is a suburban train station in Sydney, Australia, serving the local community on the T8 Airport & South Line.
  • D. Gosford railway station
    Gosford railway station is a major regional and commuter rail hub on the Central Coast of New South Wales, Australia, serving the town of Gosford and connecting it to Sydney and Newcastle.
  • E. Maitland railway station
    Maitland railway station is a major regional train station in Maitland, New South Wales, serving as an important hub on the Hunter and North Coast railway lines.
  • 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: Nerang railway station
Triple: [Nerang, hasRailwayStation, Nerang railway station]
Generated description
Nerang railway station is a suburban train station on Queensland's Gold Coast, serving the town of Nerang and connecting it to Brisbane and other regional destinations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Nerang railway station
Target entity description: Nerang railway station is a suburban train station on Queensland's Gold Coast, serving the town of Nerang and connecting it to Brisbane and other regional destinations.
  • A. Tuggerah railway station
    Tuggerah railway station is a suburban train station on the Central Coast of New South Wales, Australia, serving the town of Tuggerah on the Main Northern line.
  • B. Narara railway station
    Narara railway station is a suburban train station on the Central Coast of New South Wales, Australia, serving the Narara area on the Main Northern line.
  • C. Kingsgrove railway station
    Kingsgrove railway station is a suburban train station in Sydney, Australia, serving the local community on the T8 Airport & South Line.
  • D. Gosford railway station
    Gosford railway station is a major regional and commuter rail hub on the Central Coast of New South Wales, Australia, serving the town of Gosford and connecting it to Sydney and Newcastle.
  • E. Maitland railway station
    Maitland railway station is a major regional train station in Maitland, New South Wales, serving as an important hub on the Hunter and North Coast railway lines.
  • 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_69ad85ae14308190bcbc25cfa0246c0b completed March 8, 2026, 2:20 p.m.
NER Named-entity recognition batch_69adb9c077d48190bee40795cab3e422 completed March 8, 2026, 6:02 p.m.
NED1 Entity disambiguation (via context triple) batch_69b37e563dc08190a9c3a3ec725cb1d6 completed March 13, 2026, 3:02 a.m.
NEDg Description generation batch_69b37ede876c8190ab8d4b595ebb1af2 completed March 13, 2026, 3:05 a.m.
NED2 Entity disambiguation (via description) batch_69b37f5574b08190bdde80b47f2cb99c completed March 13, 2026, 3:07 a.m.
Created at: March 8, 2026, 3:15 p.m.