Triple

T14826441
Position Surface form Disambiguated ID Type / Status
Subject Forbes Shire E348585 entity
Predicate hasTransportInfrastructure P2560 FINISHED
Object Forbes railway station
Forbes railway station is a regional train station in Forbes, New South Wales, Australia, serving as a key rail transport hub for the surrounding rural community.
 E1122732 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: Forbes railway station | Statement: [Forbes Shire, hasTransportInfrastructure, Forbes railway station]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Forbes railway station
Context triple: [Forbes Shire, hasTransportInfrastructure, Forbes railway station]
  • A. Hledan Railway Station
    Hledan Railway Station is a local commuter train station in Yangon, Myanmar, serving the Hledan area of Kamayut Township on the Yangon Circular Railway network.
  • B. Bamford railway station
    Bamford railway station is a small rural stop on the Hope Valley Line in Derbyshire, England, serving the village of Bamford and surrounding Peak District communities.
  • C. Busby railway station
    Busby railway station is a suburban rail stop in East Renfrewshire, Scotland, serving the village of Busby on the Glasgow South Western Line.
  • D. Fort railway station
    Fort railway station is Colombo’s central and busiest railway hub in Sri Lanka, serving as a major junction for both suburban and long-distance train services.
  • E. Metford railway station
    Metford railway station is a suburban train station on the Hunter Line in New South Wales, Australia, serving the residential area of Metford near Maitland.
  • 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: Forbes railway station
Triple: [Forbes Shire, hasTransportInfrastructure, Forbes railway station]
Generated description
Forbes railway station is a regional train station in Forbes, New South Wales, Australia, serving as a key rail transport hub for the surrounding rural community.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Forbes railway station
Target entity description: Forbes railway station is a regional train station in Forbes, New South Wales, Australia, serving as a key rail transport hub for the surrounding rural community.
  • A. Hledan Railway Station
    Hledan Railway Station is a local commuter train station in Yangon, Myanmar, serving the Hledan area of Kamayut Township on the Yangon Circular Railway network.
  • B. Bamford railway station
    Bamford railway station is a small rural stop on the Hope Valley Line in Derbyshire, England, serving the village of Bamford and surrounding Peak District communities.
  • C. Busby railway station
    Busby railway station is a suburban rail stop in East Renfrewshire, Scotland, serving the village of Busby on the Glasgow South Western Line.
  • D. Fort railway station
    Fort railway station is Colombo’s central and busiest railway hub in Sri Lanka, serving as a major junction for both suburban and long-distance train services.
  • E. Metford railway station
    Metford railway station is a suburban train station on the Hunter Line in New South Wales, Australia, serving the residential area of Metford near Maitland.
  • 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_69d822eb8f588190bf53445e730a934f completed April 9, 2026, 10:06 p.m.
NER Named-entity recognition batch_69ded0713700819097bbb0352650984b completed April 14, 2026, 11:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69fe389f48cc819089d860f0208dd465 completed May 8, 2026, 7:25 p.m.
NEDg Description generation batch_69fe3a2167348190bb428c7f23ec9748 completed May 8, 2026, 7:31 p.m.
NED2 Entity disambiguation (via description) batch_69fe3aee9d248190b202c7252f290f38 completed May 8, 2026, 7:35 p.m.
Created at: April 10, 2026, 1:51 a.m.