Triple

T4368433
Position Surface form Disambiguated ID Type / Status
Subject Chalonnes-sur-Loire E98834 entity
Predicate hasTransport P1298 FINISHED
Object Chalonnes-sur-Loire railway station
Chalonnes-sur-Loire railway station is a local French train station serving the town of Chalonnes-sur-Loire in the Maine-et-Loire department of western France.
E433831 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: Chalonnes-sur-Loire railway station | Statement: [Chalonnes-sur-Loire, hasTransport, Chalonnes-sur-Loire railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chalonnes-sur-Loire railway station
Context triple: [Chalonnes-sur-Loire, hasTransport, Chalonnes-sur-Loire railway station]
  • A. Gare de Châteauroux
    Gare de Châteauroux is the main railway station serving the town of Châteauroux in central France, providing regional and intercity train connections.
  • B. Montluçon-Ville railway station
    Montluçon-Ville railway station is the main passenger rail hub serving the town of Montluçon in central France, providing regional train connections to surrounding cities and areas.
  • C. Chartres station
    Chartres station is a railway station in Chartres, France, serving as a regional hub with connections to Paris and other destinations in the Centre-Val de Loire region.
  • D. Roanne railway station
    Roanne railway station is the main passenger rail hub serving the town of Roanne in central France, providing regional and intercity train connections.
  • E. Gare de Saint-Pierre-des-Corps
    Gare de Saint-Pierre-des-Corps is a major railway junction in central France that serves as the principal high-speed and regional rail hub for the Tours area.
  • 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: Chalonnes-sur-Loire railway station
Triple: [Chalonnes-sur-Loire, hasTransport, Chalonnes-sur-Loire railway station]
Generated description
Chalonnes-sur-Loire railway station is a local French train station serving the town of Chalonnes-sur-Loire in the Maine-et-Loire department of western France.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chalonnes-sur-Loire railway station
Target entity description: Chalonnes-sur-Loire railway station is a local French train station serving the town of Chalonnes-sur-Loire in the Maine-et-Loire department of western France.
  • A. Gare de Châteauroux
    Gare de Châteauroux is the main railway station serving the town of Châteauroux in central France, providing regional and intercity train connections.
  • B. Montluçon-Ville railway station
    Montluçon-Ville railway station is the main passenger rail hub serving the town of Montluçon in central France, providing regional train connections to surrounding cities and areas.
  • C. Chartres station
    Chartres station is a railway station in Chartres, France, serving as a regional hub with connections to Paris and other destinations in the Centre-Val de Loire region.
  • D. Roanne railway station
    Roanne railway station is the main passenger rail hub serving the town of Roanne in central France, providing regional and intercity train connections.
  • E. Gare de Saint-Pierre-des-Corps
    Gare de Saint-Pierre-des-Corps is a major railway junction in central France that serves as the principal high-speed and regional rail hub for the Tours area.
  • 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_69b3454db3708190aeafd814413c4c3d completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b352034d3881909ed4b2f9eef5e823 completed March 12, 2026, 11:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5dbcec90881908fe83c83119d99fe completed March 14, 2026, 10:06 p.m.
NEDg Description generation batch_69b5dc3e4c488190a06421cdb3b168c3 completed March 14, 2026, 10:07 p.m.
NED2 Entity disambiguation (via description) batch_69b5e0432bfc8190b18bbe918de1f297 completed March 14, 2026, 10:25 p.m.
Created at: March 12, 2026, 11:17 p.m.