Triple

T3722914
Position Surface form Disambiguated ID Type / Status
Subject Dumfries and Galloway E81680 entity
Predicate containsTown P847 FINISHED
Object Langholm
Langholm is a small town in southern Scotland known for its scenic setting in the Esk Valley and its historic links to the textile industry and border reiving heritage.
 E304724 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: Langholm | Statement: [Dumfries and Galloway, containsTown, Langholm]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Langholm
Context triple: [Dumfries and Galloway, containsTown, Langholm]
  • A. Langholm
    Langholm is a small town in the Scottish Borders known historically for its textile industry and scenic position in the valley of the River Esk.
  • B. Kinglassie
    Kinglassie is a small village in Fife, Scotland, known historically for its coal mining heritage and rural character.
  • C. Moodiesburn
    Moodiesburn is a suburban village in North Lanarkshire, Scotland, situated to the northeast of Glasgow and largely serving as a commuter community.
  • D. Longniddry
    Longniddry is a coastal village in Scotland known for its sandy beach, golf course, and role as a commuter settlement for nearby Edinburgh.
  • E. Ilkeston
    Ilkeston is a market town in the East Midlands of England, historically known for its coal mining and textile 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: Langholm
Triple: [Dumfries and Galloway, containsTown, Langholm]
Generated description
Langholm is a small town in southern Scotland known for its scenic setting in the Esk Valley and its historic links to the textile industry and border reiving heritage.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Langholm
Target entity description: Langholm is a small town in southern Scotland known for its scenic setting in the Esk Valley and its historic links to the textile industry and border reiving heritage.
  • A. Langholm chosen
    Langholm is a small town in the Scottish Borders known historically for its textile industry and scenic position in the valley of the River Esk.
  • B. Kinglassie
    Kinglassie is a small village in Fife, Scotland, known historically for its coal mining heritage and rural character.
  • C. Moodiesburn
    Moodiesburn is a suburban village in North Lanarkshire, Scotland, situated to the northeast of Glasgow and largely serving as a commuter community.
  • D. Longniddry
    Longniddry is a coastal village in Scotland known for its sandy beach, golf course, and role as a commuter settlement for nearby Edinburgh.
  • E. Ilkeston
    Ilkeston is a market town in the East Midlands of England, historically known for its coal mining and textile industries.
  • F. None of above.

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_69ad8b1b7ef081908d2d381bbf54985a completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adca9ea1688190b3b8414d77960e8f completed March 8, 2026, 7:14 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4ce1b25088190958c427c932641e1 completed March 14, 2026, 2:55 a.m.
NEDg Description generation batch_69b4cee2a2d88190b3a82610b6ab3488 completed March 14, 2026, 2:58 a.m.
NED2 Entity disambiguation (via description) batch_69b4cf3be5988190a049d8896e94b2b0 completed March 14, 2026, 3 a.m.
Created at: March 8, 2026, 3:34 p.m.