Triple
T19559467
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Firminy |
E489403
|
entity |
| Predicate | hasTransport |
P1298
|
FINISHED |
| Object |
Firminy railway station
Firminy railway station is a regional train station in Firminy, France, serving as a local hub for passenger rail services in the Loire department.
|
E1402947
|
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: Firminy railway station | Statement: [Firminy, hasTransport, Firminy railway station]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Firminy railway station Context triple: [Firminy, hasTransport, Firminy railway station]
-
A.
République–Villeurbanne station
République–Villeurbanne station is an underground metro stop in the suburb of Villeurbanne that serves passengers on Lyon’s rapid transit network.
-
B.
Conflans-Sainte-Honorine station
Conflans-Sainte-Honorine station is a French railway station serving the commune of Conflans-Sainte-Honorine in the Île-de-France region, providing regional and suburban rail connections to the Paris metropolitan area.
-
C.
Gare de Villeurbanne
Gare de Villeurbanne is a tram and rail station in the eastern suburbs of Lyon, France, serving the commune of Villeurbanne as part of the city’s public transport network.
-
D.
Mouans-Sartoux station
Mouans-Sartoux station is a regional railway station in Mouans-Sartoux, southeastern France, serving local passenger trains on the Cannes–Grasse line.
-
E.
Gare de Vénissieux
Gare de Vénissieux is a major transport hub in the Lyon metropolitan area, serving as both a railway station and a key terminus for the city’s metro and tram networks.
- 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: Firminy railway station Triple: [Firminy, hasTransport, Firminy railway station]
Generated description
Firminy railway station is a regional train station in Firminy, France, serving as a local hub for passenger rail services in the Loire department.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Firminy railway station Target entity description: Firminy railway station is a regional train station in Firminy, France, serving as a local hub for passenger rail services in the Loire department.
-
A.
République–Villeurbanne station
République–Villeurbanne station is an underground metro stop in the suburb of Villeurbanne that serves passengers on Lyon’s rapid transit network.
-
B.
Conflans-Sainte-Honorine station
Conflans-Sainte-Honorine station is a French railway station serving the commune of Conflans-Sainte-Honorine in the Île-de-France region, providing regional and suburban rail connections to the Paris metropolitan area.
-
C.
Gare de Villeurbanne
Gare de Villeurbanne is a tram and rail station in the eastern suburbs of Lyon, France, serving the commune of Villeurbanne as part of the city’s public transport network.
-
D.
Mouans-Sartoux station
Mouans-Sartoux station is a regional railway station in Mouans-Sartoux, southeastern France, serving local passenger trains on the Cannes–Grasse line.
-
E.
Gare de Vénissieux
Gare de Vénissieux is a major transport hub in the Lyon metropolitan area, serving as both a railway station and a key terminus for the city’s metro and tram networks.
- 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_69d8e8dc5d8c8190a6d7bd8864f43ca0 |
completed | April 10, 2026, 12:11 p.m. |
| NER | Named-entity recognition | batch_69e63f731ae48190ade295c15db7f8ed |
completed | April 20, 2026, 3 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a07f6ce86a88190b72224d11899673e |
completed | May 16, 2026, 4:47 a.m. |
| NEDg | Description generation | batch_6a07f7ede6608190987f40ce0d6f845c |
completed | May 16, 2026, 4:51 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a07f90751bc819093d123ecc689c19f |
completed | May 16, 2026, 4:56 a.m. |
Created at: April 10, 2026, 1:42 p.m.