Triple

T11280055
Position Surface form Disambiguated ID Type / Status
Subject Birmingham New Street – Northampton E267039 entity
Predicate viaStation P64719 FINISHED
Object Berkswell railway station
Berkswell railway station is a local rail stop in the West Midlands of England that serves the village of Berkswell and surrounding areas on the line between Birmingham and Northampton.
 E915236 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: Berkswell railway station | Statement: [Birmingham New Street – Northampton, viaStation, Berkswell railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Berkswell railway station
Context triple: [Birmingham New Street – Northampton, viaStation, Berkswell railway station]
  • A. Berkhamsted railway station
    Berkhamsted railway station is a commuter rail station in Hertfordshire, England, on the West Coast Main Line, providing regular services between London Euston and the Midlands.
  • B. Birchwood railway station
    Birchwood railway station is a local rail stop serving the Birchwood area near Culcheth in Warrington, Cheshire, England.
  • C. Bletchley railway station
    Bletchley railway station is a key railway hub in Bletchley, Buckinghamshire, serving as an important junction on the West Coast Main Line and local routes including the Marston Vale Line.
  • D. Beaconsfield railway station
    Beaconsfield railway station is a commuter rail station in Buckinghamshire, England, served by Chiltern Railways services between London Marylebone and the West Midlands.
  • E. Ash Vale railway station
    Ash Vale railway station is a suburban rail station in Surrey, England, serving the village of Ash Vale with services connecting to London and other destinations on the regional network.
  • 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: Berkswell railway station
Triple: [Birmingham New Street – Northampton, viaStation, Berkswell railway station]
Generated description
Berkswell railway station is a local rail stop in the West Midlands of England that serves the village of Berkswell and surrounding areas on the line between Birmingham and Northampton.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Berkswell railway station
Target entity description: Berkswell railway station is a local rail stop in the West Midlands of England that serves the village of Berkswell and surrounding areas on the line between Birmingham and Northampton.
  • A. Berkhamsted railway station
    Berkhamsted railway station is a commuter rail station in Hertfordshire, England, on the West Coast Main Line, providing regular services between London Euston and the Midlands.
  • B. Birchwood railway station
    Birchwood railway station is a local rail stop serving the Birchwood area near Culcheth in Warrington, Cheshire, England.
  • C. Bletchley railway station
    Bletchley railway station is a key railway hub in Bletchley, Buckinghamshire, serving as an important junction on the West Coast Main Line and local routes including the Marston Vale Line.
  • D. Beaconsfield railway station
    Beaconsfield railway station is a commuter rail station in Buckinghamshire, England, served by Chiltern Railways services between London Marylebone and the West Midlands.
  • E. Ash Vale railway station
    Ash Vale railway station is a suburban rail station in Surrey, England, serving the village of Ash Vale with services connecting to London and other destinations on the regional network.
  • 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_69d6aac8c2f48190ad0596f1f89f0470 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e969b3448190940e2bd499d2d7de completed April 9, 2026, 6:01 p.m.
NED1 Entity disambiguation (via context triple) batch_69e4f46308348190a47f73030cae0be5 completed April 19, 2026, 3:27 p.m.
NEDg Description generation batch_69e4f95be4b08190bebb2078406cb7ba completed April 19, 2026, 3:48 p.m.
NED2 Entity disambiguation (via description) batch_69e4ff6b7d248190b4dd885280e09a8e completed April 19, 2026, 4:14 p.m.
Created at: April 8, 2026, 9:31 p.m.