Triple
T12378111
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Saint-Nicolas (Liège) |
E295675
|
entity |
| Predicate | hasPublicTransportConnection |
P3791
|
FINISHED |
| Object |
TEC Liège-Verviers bus network
The TEC Liège-Verviers bus network is a regional public transportation system serving the Liège and Verviers areas in Belgium with an extensive network of bus routes.
|
E978677
|
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: TEC Liège-Verviers bus network | Statement: [Saint-Nicolas (Liège), hasPublicTransportConnection, TEC Liège-Verviers bus network]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: TEC Liège-Verviers bus network Context triple: [Saint-Nicolas (Liège), hasPublicTransportConnection, TEC Liège-Verviers bus network]
-
A.
Antwerp bus network
The Antwerp bus network is the city’s system of bus routes that connects major destinations and neighborhoods, providing local and regional public transportation throughout Antwerp.
-
B.
STIB-MIVB bus lines
STIB-MIVB bus lines are the public bus services operated by Brussels’ main urban transport company, connecting various neighborhoods and key locations throughout the Brussels-Capital Region.
-
C.
Brussels public transport network
The Brussels public transport network is the city-wide system of metro, tram, and bus services that provides comprehensive urban and suburban mobility across the Brussels-Capital Region.
-
D.
Intercity Brussels
Intercity Brussels is an international high-speed train service connecting the Netherlands with Brussels in Belgium.
-
E.
De Lijn
De Lijn is the Flemish public transport company in Belgium that operates most regional bus and tram services in Flanders.
- 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: TEC Liège-Verviers bus network Triple: [Saint-Nicolas (Liège), hasPublicTransportConnection, TEC Liège-Verviers bus network]
Generated description
The TEC Liège-Verviers bus network is a regional public transportation system serving the Liège and Verviers areas in Belgium with an extensive network of bus routes.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: TEC Liège-Verviers bus network Target entity description: The TEC Liège-Verviers bus network is a regional public transportation system serving the Liège and Verviers areas in Belgium with an extensive network of bus routes.
-
A.
Antwerp bus network
The Antwerp bus network is the city’s system of bus routes that connects major destinations and neighborhoods, providing local and regional public transportation throughout Antwerp.
-
B.
STIB-MIVB bus lines
STIB-MIVB bus lines are the public bus services operated by Brussels’ main urban transport company, connecting various neighborhoods and key locations throughout the Brussels-Capital Region.
-
C.
Brussels public transport network
The Brussels public transport network is the city-wide system of metro, tram, and bus services that provides comprehensive urban and suburban mobility across the Brussels-Capital Region.
-
D.
Intercity Brussels
Intercity Brussels is an international high-speed train service connecting the Netherlands with Brussels in Belgium.
-
E.
De Lijn
De Lijn is the Flemish public transport company in Belgium that operates most regional bus and tram services in Flanders.
- 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_69d6ad9e653c8190b1473c860ee53dae |
completed | April 8, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69d93fb8d6c081909e8bbbd52c73f29c |
completed | April 10, 2026, 6:21 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f62ac3c9f081909cd55f966ab6b465 |
completed | May 2, 2026, 4:48 p.m. |
| NEDg | Description generation | batch_69f62c57a26081908d6903906f6e04f0 |
completed | May 2, 2026, 4:54 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f62d13237881908b7c2dca173e20cf |
completed | May 2, 2026, 4:57 p.m. |
Created at: April 8, 2026, 9:54 p.m.