Triple
T7183654
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Béziers |
E167514
|
entity |
| Predicate | hasRailwayStation |
P918
|
FINISHED |
| Object |
Béziers station
Béziers station is the main railway station serving the city of Béziers in southern France, providing regional and long-distance train connections.
|
E647303
|
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: Béziers station | Statement: [Béziers, hasRailwayStation, Béziers station]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Béziers station Context triple: [Béziers, hasRailwayStation, Béziers station]
-
A.
Nîmes station
Nîmes station is a major railway hub in southern France that connects the city of Nîmes to regional and high-speed national rail networks.
-
B.
Agde station
Agde station is a railway station in the town of Agde in southern France, serving regional and long-distance passenger trains.
-
C.
Bagnols-sur-Cèze station
Bagnols-sur-Cèze station is a regional railway station in the town of Bagnols-sur-Cèze in southern France, serving local passenger rail services.
-
D.
Cagnes-sur-Mer station
Cagnes-sur-Mer station is a railway station in the coastal town of Cagnes-sur-Mer in southeastern France, serving regional train connections along the French Riviera.
-
E.
Aix-en-Provence TGV station
Aix-en-Provence TGV station is a high-speed railway station in southern France serving the city of Aix-en-Provence with TGV connections on the national high-speed network.
- 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: Béziers station Triple: [Béziers, hasRailwayStation, Béziers station]
Generated description
Béziers station is the main railway station serving the city of Béziers in southern France, providing regional and long-distance train connections.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Béziers station Target entity description: Béziers station is the main railway station serving the city of Béziers in southern France, providing regional and long-distance train connections.
-
A.
Nîmes station
Nîmes station is a major railway hub in southern France that connects the city of Nîmes to regional and high-speed national rail networks.
-
B.
Agde station
Agde station is a railway station in the town of Agde in southern France, serving regional and long-distance passenger trains.
-
C.
Bagnols-sur-Cèze station
Bagnols-sur-Cèze station is a regional railway station in the town of Bagnols-sur-Cèze in southern France, serving local passenger rail services.
-
D.
Cagnes-sur-Mer station
Cagnes-sur-Mer station is a railway station in the coastal town of Cagnes-sur-Mer in southeastern France, serving regional train connections along the French Riviera.
-
E.
Aix-en-Provence TGV station
Aix-en-Provence TGV station is a high-speed railway station in southern France serving the city of Aix-en-Provence with TGV connections on the national high-speed network.
- 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_69c6888a7c548190a3d39b52a393080f |
completed | March 27, 2026, 1:39 p.m. |
| NER | Named-entity recognition | batch_69c6e8de114c8190ad8fde0654526482 |
completed | March 27, 2026, 8:30 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7b94b058481909da9d5b21a5201de |
completed | March 28, 2026, 11:19 a.m. |
| NEDg | Description generation | batch_69c7b9e55f84819099af471a65bb68aa |
completed | March 28, 2026, 11:22 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c7ba9317548190946e21c2731d58a7 |
completed | March 28, 2026, 11:25 a.m. |
Created at: March 27, 2026, 2:49 p.m.