Triple

T8976725
Position Surface form Disambiguated ID Type / Status
Subject Cumbernauld E214408 entity
Predicate hasResidentialArea P9064 FINISHED
Object Balloch
Balloch is a residential district within the Scottish new town of Cumbernauld, known primarily as a suburban housing area.
 E845330 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: Balloch | Statement: [Cumbernauld, hasResidentialArea, Balloch]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Balloch
Context triple: [Cumbernauld, hasResidentialArea, Balloch]
  • A. Balloch
    Balloch is a small Scottish village at the southern tip of Loch Lomond, known as a popular gateway to the national park and surrounding lochside scenery.
  • B. Penicuik
    Penicuik is a small Scottish town situated to the south of Edinburgh, known historically for its paper mills and proximity to the Pentland Hills.
  • C. Ballantrae
    Ballantrae is a small coastal village in South Ayrshire, Scotland, situated at the mouth of the River Stinchar on the Firth of Clyde.
  • D. Kirkintilloch
    Kirkintilloch is a town in East Dunbartonshire, Scotland, situated to the northeast of Glasgow and historically known for its role in textile manufacturing and as a hub on the Forth and Clyde Canal.
  • E. Tillicoultry
    Tillicoultry is a small town in central Scotland, situated at the foot of the Ochil Hills and historically known for its textile and woollen industries.
  • 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: Balloch
Triple: [Cumbernauld, hasResidentialArea, Balloch]
Generated description
Balloch is a residential district within the Scottish new town of Cumbernauld, known primarily as a suburban housing area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Balloch
Target entity description: Balloch is a residential district within the Scottish new town of Cumbernauld, known primarily as a suburban housing area.
  • A. Balloch
    Balloch is a small Scottish village at the southern tip of Loch Lomond, known as a popular gateway to the national park and surrounding lochside scenery.
  • B. Penicuik
    Penicuik is a small Scottish town situated to the south of Edinburgh, known historically for its paper mills and proximity to the Pentland Hills.
  • C. Ballantrae
    Ballantrae is a small coastal village in South Ayrshire, Scotland, situated at the mouth of the River Stinchar on the Firth of Clyde.
  • D. Kirkintilloch
    Kirkintilloch is a town in East Dunbartonshire, Scotland, situated to the northeast of Glasgow and historically known for its role in textile manufacturing and as a hub on the Forth and Clyde Canal.
  • E. Tillicoultry
    Tillicoultry is a small town in central Scotland, situated at the foot of the Ochil Hills and historically known for its textile and woollen industries.
  • 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_69ca839ea8b88190922c6a326ffcc0d3 completed March 30, 2026, 2:07 p.m.
NER Named-entity recognition batch_69cc6786c880819088393bb107a7364c completed April 1, 2026, 12:32 a.m.
NED1 Entity disambiguation (via context triple) batch_69d2ffaba9988190be59bf863c3b1f48 completed April 6, 2026, 12:34 a.m.
NEDg Description generation batch_69d301dd614481909b357f319ba5e876 completed April 6, 2026, 12:44 a.m.
NED2 Entity disambiguation (via description) batch_69d302978e808190a9f5371a2bf4abce completed April 6, 2026, 12:47 a.m.
Created at: March 30, 2026, 7:02 p.m.