Triple
T15704655
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Valkenburg aan de Geul |
E380675
|
entity |
| Predicate | railwayLine |
P848
|
FINISHED |
| Object |
Maastricht–Heerlen railway
The Maastricht–Heerlen railway is a regional rail line in the Dutch province of Limburg that connects the cities of Maastricht and Heerlen, serving several intermediate towns.
|
E1174719
|
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: Maastricht–Heerlen railway | Statement: [Valkenburg aan de Geul, railwayLine, Maastricht–Heerlen railway]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Maastricht–Heerlen railway Context triple: [Valkenburg aan de Geul, railwayLine, Maastricht–Heerlen railway]
-
A.
Maastricht–Venlo railway
The Maastricht–Venlo railway is a regional rail line in the southeastern Netherlands that connects the cities of Maastricht and Venlo as part of the broader Dutch intercity and regional rail network.
-
B.
Nijmegen–Venlo railway
The Nijmegen–Venlo railway is a regional rail line in the Netherlands connecting the cities of Nijmegen and Venlo as part of the country’s passenger and freight rail network.
-
C.
Eindhoven–Venlo railway
The Eindhoven–Venlo railway is a key rail corridor in the Netherlands connecting the city of Eindhoven with Venlo and linking the southern part of the country to Germany.
-
D.
Eindhoven–Helmond–Deurne railway
The Eindhoven–Helmond–Deurne railway is a Dutch regional rail line in North Brabant that connects the city of Eindhoven with the towns of Helmond and Deurne as part of the national railway network.
-
E.
Breda–Rotterdam railway
The Breda–Rotterdam railway is a key rail corridor in the Netherlands connecting the city of Breda with the major port city of Rotterdam, serving both passenger and freight traffic.
- 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: Maastricht–Heerlen railway Triple: [Valkenburg aan de Geul, railwayLine, Maastricht–Heerlen railway]
Generated description
The Maastricht–Heerlen railway is a regional rail line in the Dutch province of Limburg that connects the cities of Maastricht and Heerlen, serving several intermediate towns.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Maastricht–Heerlen railway Target entity description: The Maastricht–Heerlen railway is a regional rail line in the Dutch province of Limburg that connects the cities of Maastricht and Heerlen, serving several intermediate towns.
-
A.
Maastricht–Venlo railway
The Maastricht–Venlo railway is a regional rail line in the southeastern Netherlands that connects the cities of Maastricht and Venlo as part of the broader Dutch intercity and regional rail network.
-
B.
Nijmegen–Venlo railway
The Nijmegen–Venlo railway is a regional rail line in the Netherlands connecting the cities of Nijmegen and Venlo as part of the country’s passenger and freight rail network.
-
C.
Eindhoven–Venlo railway
The Eindhoven–Venlo railway is a key rail corridor in the Netherlands connecting the city of Eindhoven with Venlo and linking the southern part of the country to Germany.
-
D.
Eindhoven–Helmond–Deurne railway
The Eindhoven–Helmond–Deurne railway is a Dutch regional rail line in North Brabant that connects the city of Eindhoven with the towns of Helmond and Deurne as part of the national railway network.
-
E.
Breda–Rotterdam railway
The Breda–Rotterdam railway is a key rail corridor in the Netherlands connecting the city of Breda with the major port city of Rotterdam, serving both passenger and freight traffic.
- 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_69d86d9bf930819082b30cf6d169297c |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e04f6fc3608190a85b25755f5345db |
completed | April 16, 2026, 2:54 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ff87631854819084c20a335119dfcc |
completed | May 9, 2026, 7:13 p.m. |
| NEDg | Description generation | batch_69ff87f0eed08190a0eaffb4a32f1eae |
completed | May 9, 2026, 7:16 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ff88ba20788190aeadd14e56c510db |
completed | May 9, 2026, 7:19 p.m. |
Created at: April 10, 2026, 4:45 a.m.