Triple

T4472925
Position Surface form Disambiguated ID Type / Status
Subject Ayrshire Coast Line E98536 entity
Predicate terminus P388 FINISHED
Object Kilwinning railway station
Kilwinning railway station is a key railway hub in North Ayrshire, Scotland, serving the town of Kilwinning and acting as an important interchange on the regional rail network.
 E443482 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: Kilwinning railway station | Statement: [Ayrshire Coast Line, terminus, Kilwinning railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Kilwinning railway station
Context triple: [Ayrshire Coast Line, terminus, Kilwinning railway station]
  • A. 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.
  • B. Kirkcaldy railway station
    Kirkcaldy railway station is a key rail stop in the town of Kirkcaldy, Fife, Scotland, providing regional and commuter services on the east coast of the country.
  • C. 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.
  • D. Clydebank railway station
    Clydebank railway station is a passenger rail stop in Clydebank, Scotland, providing local and regional train services on the suburban network serving the Greater Glasgow area.
  • E. 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.
  • 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: Kilwinning railway station
Triple: [Ayrshire Coast Line, terminus, Kilwinning railway station]
Generated description
Kilwinning railway station is a key railway hub in North Ayrshire, Scotland, serving the town of Kilwinning and acting as an important interchange on the regional rail network.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Kilwinning railway station
Target entity description: Kilwinning railway station is a key railway hub in North Ayrshire, Scotland, serving the town of Kilwinning and acting as an important interchange on the regional rail network.
  • A. 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.
  • B. Kirkcaldy railway station
    Kirkcaldy railway station is a key rail stop in the town of Kirkcaldy, Fife, Scotland, providing regional and commuter services on the east coast of the country.
  • C. 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.
  • D. Clydebank railway station
    Clydebank railway station is a passenger rail stop in Clydebank, Scotland, providing local and regional train services on the suburban network serving the Greater Glasgow area.
  • E. 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.
  • 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_69b6377154bc819099362e8b28698dbe completed March 15, 2026, 4:37 a.m.
NEDg Description generation batch_69b63823c30c8190af727acae00da9d3 completed March 15, 2026, 4:40 a.m.
NED2 Entity disambiguation (via description) batch_69b638a398f88190bd0f041e9494aeba completed March 15, 2026, 4:42 a.m.
Created at: March 12, 2026, 11:35 p.m.