Triple

T4249352
Position Surface form Disambiguated ID Type / Status
Subject Highland Railway E95807 entity
Predicate operatedRoute P18593 FINISHED
Object Inverness to Elgin
Inverness to Elgin is a railway route in northern Scotland linking the city of Inverness with the town of Elgin through the Highlands.
 E425677 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: Inverness to Elgin | Statement: [Highland Railway, operatedRoute, Inverness to Elgin]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Inverness to Elgin
Context triple: [Highland Railway, operatedRoute, Inverness to Elgin]
  • A. Inverness to Perth
    Inverness to Perth is a historic Scottish railway route linking the Highland city of Inverness with the city of Perth through the central Highlands.
  • B. London–Inverness
    London–Inverness is a long-distance rail corridor in the United Kingdom linking the capital city of London with the Highland city of Inverness, notable for being served by overnight sleeper trains.
  • C. Inverness
    Inverness is a city in the Scottish Highlands that serves as a major cultural and administrative center for the region.
  • D. Nairn
    Nairn is a coastal town in the Highland council area of Scotland, known as a seaside resort on the Moray Firth.
  • E. Huntly
    Huntly is a historic town in Aberdeenshire, Scotland, long associated with the Gordon family and the Marquess of Huntly.
  • 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: Inverness to Elgin
Triple: [Highland Railway, operatedRoute, Inverness to Elgin]
Generated description
Inverness to Elgin is a railway route in northern Scotland linking the city of Inverness with the town of Elgin through the Highlands.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Inverness to Elgin
Target entity description: Inverness to Elgin is a railway route in northern Scotland linking the city of Inverness with the town of Elgin through the Highlands.
  • A. Inverness to Perth
    Inverness to Perth is a historic Scottish railway route linking the Highland city of Inverness with the city of Perth through the central Highlands.
  • B. London–Inverness
    London–Inverness is a long-distance rail corridor in the United Kingdom linking the capital city of London with the Highland city of Inverness, notable for being served by overnight sleeper trains.
  • C. Inverness
    Inverness is a city in the Scottish Highlands that serves as a major cultural and administrative center for the region.
  • D. Nairn
    Nairn is a coastal town in the Highland council area of Scotland, known as a seaside resort on the Moray Firth.
  • E. Huntly
    Huntly is a historic town in Aberdeenshire, Scotland, long associated with the Gordon family and the Marquess of Huntly.
  • 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_69b3453f759881909b91f01a1e82c036 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b34e9df10881908a2f039773f8afaa completed March 12, 2026, 11:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5b780e0dc81909e63ac4ca1dd0a76 completed March 14, 2026, 7:31 p.m.
NEDg Description generation batch_69b5b85f31d481908f85ea08b9af5b52 completed March 14, 2026, 7:34 p.m.
NED2 Entity disambiguation (via description) batch_69b5b8d0fc1c8190908724ea4f7c3d17 completed March 14, 2026, 7:36 p.m.
Created at: March 12, 2026, 11:06 p.m.