Triple
T5632254
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Royat |
E147860
|
entity |
| Predicate | hasTransportConnection |
P845
|
FINISHED |
| Object |
Clermont-Ferrand public transport network
The Clermont-Ferrand public transport network is the urban transit system serving Clermont-Ferrand and its surrounding area, providing bus and tram services across the metropolitan region.
|
E538433
|
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: Clermont-Ferrand public transport network | Statement: [Royat, hasTransportConnection, Clermont-Ferrand public transport network]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Clermont-Ferrand public transport network Context triple: [Royat, hasTransportConnection, Clermont-Ferrand public transport network]
-
A.
Toulouse public transport network
The Toulouse public transport network is the integrated system of metro lines, trams, buses, and related services that provides urban and suburban mobility across the Toulouse metropolitan area in southwestern France.
-
B.
Lyon urban transport network
The Lyon urban transport network is the integrated public transit system serving the Lyon metropolitan area, encompassing metro, tram, bus, and regional rail services.
-
C.
Lyon tramway network
The Lyon tramway network is a modern urban light rail system serving the city of Lyon and its suburbs, complementing the metro and bus networks with multiple tram lines across the metropolitan area.
-
D.
Nantes tramway
The Nantes tramway is a modern light rail network in Nantes, France, that serves as a key component of the city's public transportation system.
-
E.
Rennes Metro
Rennes Metro is the rapid transit system serving the city of Rennes in France, providing urban rail transport across the metropolitan 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: Clermont-Ferrand public transport network Triple: [Royat, hasTransportConnection, Clermont-Ferrand public transport network]
Generated description
The Clermont-Ferrand public transport network is the urban transit system serving Clermont-Ferrand and its surrounding area, providing bus and tram services across the metropolitan region.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Clermont-Ferrand public transport network Target entity description: The Clermont-Ferrand public transport network is the urban transit system serving Clermont-Ferrand and its surrounding area, providing bus and tram services across the metropolitan region.
-
A.
Toulouse public transport network
The Toulouse public transport network is the integrated system of metro lines, trams, buses, and related services that provides urban and suburban mobility across the Toulouse metropolitan area in southwestern France.
-
B.
Lyon urban transport network
The Lyon urban transport network is the integrated public transit system serving the Lyon metropolitan area, encompassing metro, tram, bus, and regional rail services.
-
C.
Lyon tramway network
The Lyon tramway network is a modern urban light rail system serving the city of Lyon and its suburbs, complementing the metro and bus networks with multiple tram lines across the metropolitan area.
-
D.
Nantes tramway
The Nantes tramway is a modern light rail network in Nantes, France, that serves as a key component of the city's public transportation system.
-
E.
Rennes Metro
Rennes Metro is the rapid transit system serving the city of Rennes in France, providing urban rail transport across the metropolitan 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_69c00907bc8881909ed760d3ed73ef35 |
completed | March 22, 2026, 3:21 p.m. |
| NER | Named-entity recognition | batch_69c0225e8e848190a9ccd48fc0d74e5c |
completed | March 22, 2026, 5:09 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c04d69128881909870e8901f967e80 |
completed | March 22, 2026, 8:13 p.m. |
| NEDg | Description generation | batch_69c04e8a92a0819091bad1fbef4a509b |
completed | March 22, 2026, 8:18 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69c056acf1f48190bf7324ae178adbb7 |
completed | March 22, 2026, 8:53 p.m. |
Created at: March 22, 2026, 3:40 p.m.