Triple

T12061765
Position Surface form Disambiguated ID Type / Status
Subject Ambérieu-en-Bugey E287189 entity
Predicate hasRailwayStation P918 FINISHED
Object Ambérieu railway station
Ambérieu railway station is a key regional rail hub in eastern France, serving the town of Ambérieu-en-Bugey and connecting it to major national and local rail lines.
E964880 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: Ambérieu railway station | Statement: [Ambérieu-en-Bugey, hasRailwayStation, Ambérieu railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ambérieu railway station
Context triple: [Ambérieu-en-Bugey, hasRailwayStation, Ambérieu railway station]
  • A. Alès railway station
    Alès railway station is the main train station serving the town of Alès in southern France, providing regional rail connections within the Occitanie region.
  • B. Montélimar railway station
    Montélimar railway station is the main train station serving the town of Montélimar in southeastern France, providing regional and intercity rail connections.
  • C. Chêne-Bourg station
    Chêne-Bourg station is a railway station in the Geneva canton of Switzerland that serves as a stop on the regional Léman Express network.
  • D. Champ-du-Moulin railway station
    Champ-du-Moulin railway station is a small regional train stop in Switzerland serving the locality of Champ-du-Moulin and connecting it to the surrounding rail network.
  • E. Angoulême railway station
    Angoulême railway station is a major rail hub in southwestern France that serves the city of Angoulême with regional and high-speed TGV connections.
  • 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: Ambérieu railway station
Triple: [Ambérieu-en-Bugey, hasRailwayStation, Ambérieu railway station]
Generated description
Ambérieu railway station is a key regional rail hub in eastern France, serving the town of Ambérieu-en-Bugey and connecting it to major national and local rail lines.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ambérieu railway station
Target entity description: Ambérieu railway station is a key regional rail hub in eastern France, serving the town of Ambérieu-en-Bugey and connecting it to major national and local rail lines.
  • A. Alès railway station
    Alès railway station is the main train station serving the town of Alès in southern France, providing regional rail connections within the Occitanie region.
  • B. Montélimar railway station
    Montélimar railway station is the main train station serving the town of Montélimar in southeastern France, providing regional and intercity rail connections.
  • C. Chêne-Bourg station
    Chêne-Bourg station is a railway station in the Geneva canton of Switzerland that serves as a stop on the regional Léman Express network.
  • D. Champ-du-Moulin railway station
    Champ-du-Moulin railway station is a small regional train stop in Switzerland serving the locality of Champ-du-Moulin and connecting it to the surrounding rail network.
  • E. Angoulême railway station
    Angoulême railway station is a major rail hub in southwestern France that serves the city of Angoulême with regional and high-speed TGV connections.
  • 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_69d6ab4846e081908ee7bbd66a6d3459 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d9043f82248190b05692aa0dc178a8 completed April 10, 2026, 2:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69f5f6532a048190b53f96c9df948dda completed May 2, 2026, 1:04 p.m.
NEDg Description generation batch_69f600b51f488190a85a8f10f190b3c0 completed May 2, 2026, 1:48 p.m.
NED2 Entity disambiguation (via description) batch_69f601e7f3b0819098a2245b9f9316b9 completed May 2, 2026, 1:53 p.m.
Created at: April 8, 2026, 9:48 p.m.