Triple

T8320276
Position Surface form Disambiguated ID Type / Status
Subject Hereford railway station E194812 entity
Predicate hasAdjacentStation P231 FINISHED
Object Leominster railway station
Leominster railway station is a railway station in Herefordshire, England, serving the town of Leominster on the Welsh Marches Line between Hereford and Shrewsbury.
E725855 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: Leominster railway station | Statement: [Hereford railway station, hasAdjacentStation, Leominster railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Leominster railway station
Context triple: [Hereford railway station, hasAdjacentStation, Leominster railway station]
  • A. North Leominster station
    North Leominster station is a commuter rail stop in Leominster, Massachusetts, serving the MBTA Fitchburg Line that connects the area to Boston and other regional destinations.
  • B. Andover station
    Andover station is a commuter rail stop in Andover, Massachusetts, served by the MBTA on its route between Boston and Haverhill.
  • C. Framingham station
    Framingham station is a commuter rail station in Framingham, Massachusetts, serving MBTA and Amtrak trains on the Worcester Line west of Boston.
  • D. Montpelier railway station
    Montpelier railway station is a suburban rail stop in Bristol, England, serving local commuter services on the Severn Beach Line.
  • E. Fitchburg station
    Fitchburg station is a commuter rail stop in Fitchburg, Massachusetts, serving as a terminus on the MBTA Fitchburg Line connecting the city to the Greater Boston area.
  • 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: Leominster railway station
Triple: [Hereford railway station, hasAdjacentStation, Leominster railway station]
Generated description
Leominster railway station is a railway station in Herefordshire, England, serving the town of Leominster on the Welsh Marches Line between Hereford and Shrewsbury.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Leominster railway station
Target entity description: Leominster railway station is a railway station in Herefordshire, England, serving the town of Leominster on the Welsh Marches Line between Hereford and Shrewsbury.
  • A. North Leominster station
    North Leominster station is a commuter rail stop in Leominster, Massachusetts, serving the MBTA Fitchburg Line that connects the area to Boston and other regional destinations.
  • B. Andover station
    Andover station is a commuter rail stop in Andover, Massachusetts, served by the MBTA on its route between Boston and Haverhill.
  • C. Framingham station
    Framingham station is a commuter rail station in Framingham, Massachusetts, serving MBTA and Amtrak trains on the Worcester Line west of Boston.
  • D. Montpelier railway station
    Montpelier railway station is a suburban rail stop in Bristol, England, serving local commuter services on the Severn Beach Line.
  • E. Fitchburg station
    Fitchburg station is a commuter rail stop in Fitchburg, Massachusetts, serving as a terminus on the MBTA Fitchburg Line connecting the city to the Greater Boston area.
  • 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_69ca82e7a8a88190a32bb5cc0feb012d completed March 30, 2026, 2:04 p.m.
NER Named-entity recognition batch_69cb7f6686a0819094abc2bfd2e500a5 completed March 31, 2026, 8:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69cd95a058948190b056d9b0f0607933 completed April 1, 2026, 10:01 p.m.
NEDg Description generation batch_69cdab5f30b0819080136084d81774a9 completed April 1, 2026, 11:33 p.m.
NED2 Entity disambiguation (via description) batch_69cdb2d365e48190a766ca959ce56b19 completed April 2, 2026, 12:05 a.m.
Created at: March 30, 2026, 5:55 p.m.