Triple
T1238975
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ayr |
E26613
|
entity |
| Predicate | servedBy |
P82
|
FINISHED |
| Object |
Newton-on-Ayr railway station
Newton-on-Ayr railway station is a small suburban rail stop in South Ayrshire, Scotland, providing local and regional train services for the Newton-on-Ayr area of the town of Ayr.
|
E148206
|
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: Newton-on-Ayr railway station | Statement: [Ayr, servedBy, Newton-on-Ayr railway station]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Newton-on-Ayr railway station Context triple: [Ayr, servedBy, Newton-on-Ayr railway station]
-
A.
Ayr railway station
Ayr railway station is the main railway hub in the town of Ayr, Scotland, providing regional and intercity rail connections.
-
B.
Inverkeithing railway station
Inverkeithing railway station is a key rail hub in Fife, Scotland, serving as an important interchange for services across the Fife Circle and routes to Edinburgh and beyond.
-
C.
Stirling railway station
Stirling railway station is a key transport interchange in central Scotland, providing extensive rail connections between the Highlands, Glasgow, Edinburgh, and other major destinations.
-
D.
Kilmarnock railway station
Kilmarnock railway station is a key rail hub in East Ayrshire, Scotland, providing passenger services that connect the town of Kilmarnock with Glasgow, Ayr, and other destinations in the region.
-
E.
Rosyth railway station
Rosyth railway station is a suburban rail stop in Fife, Scotland, serving the town of Rosyth on the Fife Circle 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: Newton-on-Ayr railway station Triple: [Ayr, servedBy, Newton-on-Ayr railway station]
Generated description
Newton-on-Ayr railway station is a small suburban rail stop in South Ayrshire, Scotland, providing local and regional train services for the Newton-on-Ayr area of the town of Ayr.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Newton-on-Ayr railway station Target entity description: Newton-on-Ayr railway station is a small suburban rail stop in South Ayrshire, Scotland, providing local and regional train services for the Newton-on-Ayr area of the town of Ayr.
-
A.
Ayr railway station
Ayr railway station is the main railway hub in the town of Ayr, Scotland, providing regional and intercity rail connections.
-
B.
Inverkeithing railway station
Inverkeithing railway station is a key rail hub in Fife, Scotland, serving as an important interchange for services across the Fife Circle and routes to Edinburgh and beyond.
-
C.
Stirling railway station
Stirling railway station is a key transport interchange in central Scotland, providing extensive rail connections between the Highlands, Glasgow, Edinburgh, and other major destinations.
-
D.
Kilmarnock railway station
Kilmarnock railway station is a key rail hub in East Ayrshire, Scotland, providing passenger services that connect the town of Kilmarnock with Glasgow, Ayr, and other destinations in the region.
-
E.
Rosyth railway station
Rosyth railway station is a suburban rail stop in Fife, Scotland, serving the town of Rosyth on the Fife Circle 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_69a4948689d08190b3a4a3f388c02148 |
completed | March 1, 2026, 7:33 p.m. |
| NER | Named-entity recognition | batch_69a4bf406b988190a12aa26bbcb88d6a |
completed | March 1, 2026, 10:35 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69acacb1730c8190aeb60cad33f44597 |
completed | March 7, 2026, 10:54 p.m. |
| NEDg | Description generation | batch_69acad4a7cd48190b295dbd1e5327a18 |
completed | March 7, 2026, 10:57 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69acadba2e54819088a04675493fcbbb |
completed | March 7, 2026, 10:59 p.m. |
Created at: March 1, 2026, 7:47 p.m.