Triple
T4472921
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ayrshire Coast Line |
E98536
|
entity |
| Predicate | terminus |
P388
|
FINISHED |
| Object |
Largs railway station
Largs railway station is a coastal railway terminus in North Ayrshire, Scotland, serving the town of Largs with passenger services on the Scottish rail network.
|
E441276
|
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: Largs railway station | Statement: [Ayrshire Coast Line, terminus, Largs railway station]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Largs railway station Context triple: [Ayrshire Coast Line, terminus, Largs railway station]
-
A.
Portlethen railway station
Portlethen railway station is a small stop on Scotland’s east coast rail network, providing local and regional passenger services between Aberdeen and nearby towns.
-
B.
Garelochhead railway station
Garelochhead railway station is a rural stop on Scotland’s scenic rail network serving the village of Garelochhead in Argyll and Bute.
-
C.
Dalmuir railway station
Dalmuir railway station is a major rail hub in West Dunbartonshire, Scotland, serving as an interchange point for multiple suburban and regional services in the Glasgow area.
-
D.
Gourock railway station
Gourock railway station is a coastal terminus on the Inverclyde Line in Inverclyde, Scotland, serving the town of Gourock and providing rail connections to Glasgow and nearby ferry services.
-
E.
Milngavie railway station
Milngavie railway station is a suburban rail station in East Dunbartonshire, Scotland, serving the town of Milngavie and providing commuter links into Glasgow.
- 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: Largs railway station Triple: [Ayrshire Coast Line, terminus, Largs railway station]
Generated description
Largs railway station is a coastal railway terminus in North Ayrshire, Scotland, serving the town of Largs with passenger services on the Scottish rail network.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Largs railway station Target entity description: Largs railway station is a coastal railway terminus in North Ayrshire, Scotland, serving the town of Largs with passenger services on the Scottish rail network.
-
A.
Portlethen railway station
Portlethen railway station is a small stop on Scotland’s east coast rail network, providing local and regional passenger services between Aberdeen and nearby towns.
-
B.
Garelochhead railway station
Garelochhead railway station is a rural stop on Scotland’s scenic rail network serving the village of Garelochhead in Argyll and Bute.
-
C.
Dalmuir railway station
Dalmuir railway station is a major rail hub in West Dunbartonshire, Scotland, serving as an interchange point for multiple suburban and regional services in the Glasgow area.
-
D.
Gourock railway station
Gourock railway station is a coastal terminus on the Inverclyde Line in Inverclyde, Scotland, serving the town of Gourock and providing rail connections to Glasgow and nearby ferry services.
-
E.
Milngavie railway station
Milngavie railway station is a suburban rail station in East Dunbartonshire, Scotland, serving the town of Milngavie and providing commuter links into Glasgow.
- 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_69b3454b4ae481908967426dd37284d6 |
completed | March 12, 2026, 10:59 p.m. |
| NER | Named-entity recognition | batch_69b356b95c888190a84bf4a9b2c60aa6 |
completed | March 13, 2026, 12:13 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b628764bf081909a7a1079d0176c66 |
completed | March 15, 2026, 3:33 a.m. |
| NEDg | Description generation | batch_69b6295627848190a7bb6b8943b0e3f1 |
completed | March 15, 2026, 3:36 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b629be765c81908c1f6ccfc75604d1 |
completed | March 15, 2026, 3:38 a.m. |
Created at: March 12, 2026, 11:35 p.m.