Triple
T16161338
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toulouse public transport network |
E392186
|
entity |
| Predicate | connectsTo |
P845
|
FINISHED |
| Object |
Toulouse-Matabiau railway station
Toulouse-Matabiau railway station is the main railway hub of Toulouse, France, serving as a central node for regional, national, and high-speed train services.
|
E1202033
|
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: Toulouse-Matabiau railway station | Statement: [Toulouse public transport network, connectsTo, Toulouse-Matabiau railway station]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Toulouse-Matabiau railway station Context triple: [Toulouse public transport network, connectsTo, Toulouse-Matabiau railway station]
-
A.
Béziers station
Béziers station is the main railway station serving the city of Béziers in southern France, providing regional and long-distance train connections.
-
B.
Clermont-Ferrand station
Clermont-Ferrand station is the main railway station serving the city of Clermont-Ferrand in central France, acting as a key regional hub for passenger rail services.
-
C.
Agde station
Agde station is a railway station in the town of Agde in southern France, serving regional and long-distance passenger trains.
-
D.
Marseille-Saint-Charles station
Marseille-Saint-Charles station is the main railway terminus in Marseille, France, serving as a major national and regional transport hub.
-
E.
Gare de Foix
Gare de Foix is the main railway station serving the town of Foix in the Ariège department of southwestern France, providing regional train 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: Toulouse-Matabiau railway station Triple: [Toulouse public transport network, connectsTo, Toulouse-Matabiau railway station]
Generated description
Toulouse-Matabiau railway station is the main railway hub of Toulouse, France, serving as a central node for regional, national, and high-speed train services.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Toulouse-Matabiau railway station Target entity description: Toulouse-Matabiau railway station is the main railway hub of Toulouse, France, serving as a central node for regional, national, and high-speed train services.
-
A.
Béziers station
Béziers station is the main railway station serving the city of Béziers in southern France, providing regional and long-distance train connections.
-
B.
Clermont-Ferrand station
Clermont-Ferrand station is the main railway station serving the city of Clermont-Ferrand in central France, acting as a key regional hub for passenger rail services.
-
C.
Agde station
Agde station is a railway station in the town of Agde in southern France, serving regional and long-distance passenger trains.
-
D.
Marseille-Saint-Charles station
Marseille-Saint-Charles station is the main railway terminus in Marseille, France, serving as a major national and regional transport hub.
-
E.
Gare de Foix
Gare de Foix is the main railway station serving the town of Foix in the Ariège department of southwestern France, providing regional train 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_69d87f1d32208190942e4e499a80c18c |
completed | April 10, 2026, 4:39 a.m. |
| NER | Named-entity recognition | batch_69e21e5f0cb48190aae995d88382e055 |
completed | April 17, 2026, 11:49 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a000ec9ab2c819098d96dae98f78f50 |
completed | May 10, 2026, 4:51 a.m. |
| NEDg | Description generation | batch_6a001052977881909b8e17ab9ea92fe0 |
completed | May 10, 2026, 4:57 a.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0010c825808190a2a506867fc09fe4 |
completed | May 10, 2026, 4:59 a.m. |
Created at: April 10, 2026, 5:02 a.m.