Triple

T4236461
Position Surface form Disambiguated ID Type / Status
Subject Argyle Line E94705 entity
Predicate terminus P388 FINISHED
Object 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.
 E430240 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: Milngavie railway station | Statement: [Argyle Line, terminus, Milngavie railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Milngavie railway station
Context triple: [Argyle Line, terminus, Milngavie railway station]
  • A. Brunstane railway station
    Brunstane railway station is a suburban rail stop in Edinburgh, Scotland, serving local commuter services on the city’s rail network.
  • B. Linlithgow railway station
    Linlithgow railway station is a historic rail stop in the Scottish town of Linlithgow, serving as a key point on the Edinburgh–Glasgow railway line.
  • 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. Galashiels railway station
    Galashiels railway station is a key stop on the Borders Railway in the Scottish Borders, providing regular commuter and regional rail services to and from Edinburgh.
  • E. 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.
  • 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: Milngavie railway station
Triple: [Argyle Line, terminus, Milngavie railway station]
Generated description
Milngavie railway station is a suburban rail station in East Dunbartonshire, Scotland, serving the town of Milngavie and providing commuter links into Glasgow.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Milngavie railway station
Target entity description: Milngavie railway station is a suburban rail station in East Dunbartonshire, Scotland, serving the town of Milngavie and providing commuter links into Glasgow.
  • A. Brunstane railway station
    Brunstane railway station is a suburban rail stop in Edinburgh, Scotland, serving local commuter services on the city’s rail network.
  • B. Linlithgow railway station
    Linlithgow railway station is a historic rail stop in the Scottish town of Linlithgow, serving as a key point on the Edinburgh–Glasgow railway line.
  • 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. Galashiels railway station
    Galashiels railway station is a key stop on the Borders Railway in the Scottish Borders, providing regular commuter and regional rail services to and from Edinburgh.
  • E. 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.
  • 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_69b34537cc6481909cd0a96acbb33ef7 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b34e7422a88190955f5f4347fa80d2 completed March 12, 2026, 11:38 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5d05f55f48190b671830e173ef2ba completed March 14, 2026, 9:17 p.m.
NEDg Description generation batch_69b5d0e2a6948190999ce89edfd3922c completed March 14, 2026, 9:19 p.m.
NED2 Entity disambiguation (via description) batch_69b5d11b84ac8190a19015567d4c135a completed March 14, 2026, 9:20 p.m.
Created at: March 12, 2026, 11:05 p.m.