Triple
T4939488
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Langres |
E110891
|
entity |
| Predicate | hasTransport |
P1298
|
FINISHED |
| Object |
Langres railway station
Langres railway station is a regional train station serving the town of Langres in northeastern France, providing passenger rail connections within the national SNCF network.
|
E481409
|
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: Langres railway station | Statement: [Langres, hasTransport, Langres railway station]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Langres railway station Context triple: [Langres, hasTransport, Langres 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.
Morisset railway station
Morisset railway station is a regional New South Wales train station serving the town of Morisset on the Main Northern line between Gosford and Newcastle.
-
C.
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.
-
D.
Lyon-Gorge-de-Loup station
Lyon-Gorge-de-Loup station is a transport hub in Lyon, France, serving as a key interchange between regional rail and the city’s metro and bus networks.
-
E.
Montargis railway station
Montargis railway station is a regional rail hub in central France that serves the town of Montargis on the important Paris–Lyon main line.
- 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: Langres railway station Triple: [Langres, hasTransport, Langres railway station]
Generated description
Langres railway station is a regional train station serving the town of Langres in northeastern France, providing passenger rail connections within the national SNCF network.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Langres railway station Target entity description: Langres railway station is a regional train station serving the town of Langres in northeastern France, providing passenger rail connections within the national SNCF network.
-
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.
Morisset railway station
Morisset railway station is a regional New South Wales train station serving the town of Morisset on the Main Northern line between Gosford and Newcastle.
-
C.
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.
-
D.
Lyon-Gorge-de-Loup station
Lyon-Gorge-de-Loup station is a transport hub in Lyon, France, serving as a key interchange between regional rail and the city’s metro and bus networks.
-
E.
Montargis railway station
Montargis railway station is a regional rail hub in central France that serves the town of Montargis on the important Paris–Lyon main line.
- 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_69bd4415eee08190bdce70276e56a5b4 |
completed | March 20, 2026, 12:56 p.m. |
| NER | Named-entity recognition | batch_69bd7088f6e48190bf09e58ab053a4d1 |
completed | March 20, 2026, 4:06 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69be77bf1f0481909cd007c78096f7c5 |
completed | March 21, 2026, 10:49 a.m. |
| NEDg | Description generation | batch_69be7868a9148190b9f165fb2406dd9d |
completed | March 21, 2026, 10:52 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69be7916ff888190ba62e65b6422633c |
completed | March 21, 2026, 10:55 a.m. |
Created at: March 20, 2026, 1:31 p.m.