Triple

T9716170
Position Surface form Disambiguated ID Type / Status
Subject Hungerford railway station E235146 entity
Predicate nearbyFeature P2064 FINISHED
Object Hungerford town centre
Hungerford town centre is the historic commercial and social heart of the Berkshire market town of Hungerford, featuring traditional shops, pubs, and local amenities clustered along its main streets.
 E815969 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: Hungerford town centre | Statement: [Hungerford railway station, nearbyFeature, Hungerford town centre]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Hungerford town centre
Context triple: [Hungerford railway station, nearbyFeature, Hungerford town centre]
  • A. Hungerford Town Hall
    Hungerford Town Hall is a historic civic building in the market town of Hungerford, Berkshire, serving as a focal point for local government and community events.
  • B. Hungerford Town Council
    Hungerford Town Council is the local parish-level authority responsible for representing residents and managing community services and amenities in the town of Hungerford, England.
  • C. Huddersfield Centre
    Huddersfield Centre is a main campus of Kirklees College in Huddersfield, offering further and higher education courses to local and regional students.
  • D. Hucknall Market
    Hucknall Market is a local outdoor marketplace in the town of Hucknall, Nottinghamshire, offering stalls that sell a variety of goods and produce to the community.
  • E. Barry Town Centre
    Barry Town Centre is the main commercial and retail hub of the town of Barry in the Vale of Glamorgan, Wales.
  • 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: Hungerford town centre
Triple: [Hungerford railway station, nearbyFeature, Hungerford town centre]
Generated description
Hungerford town centre is the historic commercial and social heart of the Berkshire market town of Hungerford, featuring traditional shops, pubs, and local amenities clustered along its main streets.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Hungerford town centre
Target entity description: Hungerford town centre is the historic commercial and social heart of the Berkshire market town of Hungerford, featuring traditional shops, pubs, and local amenities clustered along its main streets.
  • A. Hungerford Town Hall
    Hungerford Town Hall is a historic civic building in the market town of Hungerford, Berkshire, serving as a focal point for local government and community events.
  • B. Hungerford Town Council
    Hungerford Town Council is the local parish-level authority responsible for representing residents and managing community services and amenities in the town of Hungerford, England.
  • C. Huddersfield Centre
    Huddersfield Centre is a main campus of Kirklees College in Huddersfield, offering further and higher education courses to local and regional students.
  • D. Hucknall Market
    Hucknall Market is a local outdoor marketplace in the town of Hucknall, Nottinghamshire, offering stalls that sell a variety of goods and produce to the community.
  • E. Barry Town Centre
    Barry Town Centre is the main commercial and retail hub of the town of Barry in the Vale of Glamorgan, Wales.
  • 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_69ca84cd8fa0819090a5e243ceb37003 completed March 30, 2026, 2:12 p.m.
NER Named-entity recognition batch_69cd9e0bb82081908e21a646f4de1a61 completed April 1, 2026, 10:36 p.m.
NED1 Entity disambiguation (via context triple) batch_69d19f941b908190a3e27f4b6c1b3535 completed April 4, 2026, 11:32 p.m.
NEDg Description generation batch_69d1a00eafc08190a2be7684fd7e9320 completed April 4, 2026, 11:34 p.m.
NED2 Entity disambiguation (via description) batch_69d1a072e08c8190a3beaf1219fa850f completed April 4, 2026, 11:36 p.m.
Created at: March 30, 2026, 8:20 p.m.