Triple
T15946994
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Banchory |
E386709
|
entity |
| Predicate | hasNearbyAttraction |
P2064
|
FINISHED |
| Object |
Royal Deeside Railway (Milton of Crathes)
Royal Deeside Railway (Milton of Crathes) is a heritage railway in Aberdeenshire, Scotland, that preserves and operates part of the former Deeside line with vintage trains and restored facilities.
|
E1184284
|
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: Royal Deeside Railway (Milton of Crathes) | Statement: [Banchory, hasNearbyAttraction, Royal Deeside Railway (Milton of Crathes)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Royal Deeside Railway (Milton of Crathes) Context triple: [Banchory, hasNearbyAttraction, Royal Deeside Railway (Milton of Crathes)]
-
A.
Bo’ness and Kinneil Railway
Bo’ness and Kinneil Railway is a heritage railway in Scotland that preserves and operates historic trains as a tourist attraction and museum line.
-
B.
Dundee and Newtyle Railway
The Dundee and Newtyle Railway was one of Scotland’s earliest railways, opened in the 1830s to connect the city of Dundee with the inland village of Newtyle and promote regional trade and transport.
-
C.
Leadhills and Wanlockhead Railway
Leadhills and Wanlockhead Railway is a narrow-gauge heritage railway in South Lanarkshire, Scotland, preserving part of the former mineral line that once served the area’s historic lead-mining communities.
-
D.
Dundee and Arbroath Railway
The Dundee and Arbroath Railway was an early Scottish railway company that operated a line along the east coast between the cities of Dundee and Arbroath.
-
E.
Strathspey Railway
Strathspey Railway is a preserved heritage railway in the Scottish Highlands that operates steam and vintage diesel services through the scenic Spey Valley.
- 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: Royal Deeside Railway (Milton of Crathes) Triple: [Banchory, hasNearbyAttraction, Royal Deeside Railway (Milton of Crathes)]
Generated description
Royal Deeside Railway (Milton of Crathes) is a heritage railway in Aberdeenshire, Scotland, that preserves and operates part of the former Deeside line with vintage trains and restored facilities.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Royal Deeside Railway (Milton of Crathes) Target entity description: Royal Deeside Railway (Milton of Crathes) is a heritage railway in Aberdeenshire, Scotland, that preserves and operates part of the former Deeside line with vintage trains and restored facilities.
-
A.
Bo’ness and Kinneil Railway
Bo’ness and Kinneil Railway is a heritage railway in Scotland that preserves and operates historic trains as a tourist attraction and museum line.
-
B.
Dundee and Newtyle Railway
The Dundee and Newtyle Railway was one of Scotland’s earliest railways, opened in the 1830s to connect the city of Dundee with the inland village of Newtyle and promote regional trade and transport.
-
C.
Leadhills and Wanlockhead Railway
Leadhills and Wanlockhead Railway is a narrow-gauge heritage railway in South Lanarkshire, Scotland, preserving part of the former mineral line that once served the area’s historic lead-mining communities.
-
D.
Dundee and Arbroath Railway
The Dundee and Arbroath Railway was an early Scottish railway company that operated a line along the east coast between the cities of Dundee and Arbroath.
-
E.
Strathspey Railway
Strathspey Railway is a preserved heritage railway in the Scottish Highlands that operates steam and vintage diesel services through the scenic Spey Valley.
- 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_69d86da882448190a82ea962fe343b79 |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e156d1a4c08190afc325491ba38870 |
completed | April 16, 2026, 9:38 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ffb5c0c8a481908aa7a40bca15e38e |
completed | May 9, 2026, 10:31 p.m. |
| NEDg | Description generation | batch_69ffb6d3bc6c81909e4bbedeea557615 |
completed | May 9, 2026, 10:36 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ffb7364cf88190b0930af7768dc429 |
completed | May 9, 2026, 10:37 p.m. |
Created at: April 10, 2026, 4:53 a.m.