Triple

T16593622
Position Surface form Disambiguated ID Type / Status
Subject Perth–Inverness line E403150 entity
Predicate serviceOperator P5884 FINISHED
Object ScotRail Inter7City services (on sections)
ScotRail Inter7City services (on sections) are intercity train operations run by ScotRail using refurbished high-speed trains to connect major Scottish cities across parts of the network.
 E1222584 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: ScotRail Inter7City services (on sections) | Statement: [Perth–Inverness line, serviceOperator, ScotRail Inter7City services (on sections)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: ScotRail Inter7City services (on sections)
Context triple: [Perth–Inverness line, serviceOperator, ScotRail Inter7City services (on sections)]
  • A. Edinburgh–Stirling services
    Edinburgh–Stirling services are regional rail passenger routes in central Scotland that connect Edinburgh with the city of Stirling and intermediate communities.
  • B. Edinburgh–Perth commuter services
    Edinburgh–Perth commuter services are regional passenger train services that provide regular rail connections between Edinburgh and Perth in Scotland.
  • C. ScotRail Edinburgh–Tweedbank service
    The ScotRail Edinburgh–Tweedbank service is a regional passenger rail route on the Borders Railway connecting Edinburgh with Tweedbank via intermediate stations in the Scottish Borders and Midlothian.
  • D. Aberdeen–Edinburgh rail services
    Aberdeen–Edinburgh rail services are passenger train services that operate along the main line connecting the cities of Aberdeen and Edinburgh in Scotland.
  • E. ScotRail Dundee–Aberdeen services
    ScotRail Dundee–Aberdeen services are regional passenger train services in eastern Scotland operating along the rail corridor between the cities of Dundee and Aberdeen.
  • 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: ScotRail Inter7City services (on sections)
Triple: [Perth–Inverness line, serviceOperator, ScotRail Inter7City services (on sections)]
Generated description
ScotRail Inter7City services (on sections) are intercity train operations run by ScotRail using refurbished high-speed trains to connect major Scottish cities across parts of the network.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: ScotRail Inter7City services (on sections)
Target entity description: ScotRail Inter7City services (on sections) are intercity train operations run by ScotRail using refurbished high-speed trains to connect major Scottish cities across parts of the network.
  • A. Edinburgh–Stirling services
    Edinburgh–Stirling services are regional rail passenger routes in central Scotland that connect Edinburgh with the city of Stirling and intermediate communities.
  • B. Edinburgh–Perth commuter services
    Edinburgh–Perth commuter services are regional passenger train services that provide regular rail connections between Edinburgh and Perth in Scotland.
  • C. ScotRail Edinburgh–Tweedbank service
    The ScotRail Edinburgh–Tweedbank service is a regional passenger rail route on the Borders Railway connecting Edinburgh with Tweedbank via intermediate stations in the Scottish Borders and Midlothian.
  • D. Aberdeen–Edinburgh rail services
    Aberdeen–Edinburgh rail services are passenger train services that operate along the main line connecting the cities of Aberdeen and Edinburgh in Scotland.
  • E. ScotRail Dundee–Aberdeen services
    ScotRail Dundee–Aberdeen services are regional passenger train services in eastern Scotland operating along the rail corridor between the cities of Dundee and Aberdeen.
  • 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_69d883880d0c81908b5fcd454e767b60 completed April 10, 2026, 4:58 a.m.
NER Named-entity recognition batch_69e35d6fcaa48190b1ba7dc3b792041a completed April 18, 2026, 10:31 a.m.
NED1 Entity disambiguation (via context triple) batch_6a00759dea5c819083fe9fb7dee37a35 completed May 10, 2026, 12:10 p.m.
NEDg Description generation batch_6a0076468d588190972639d0a22f0e3e completed May 10, 2026, 12:12 p.m.
NED2 Entity disambiguation (via description) batch_6a007728680c819082a3bd7e84edb2b0 completed May 10, 2026, 12:16 p.m.
Created at: April 10, 2026, 5:16 a.m.