Triple

T16912768
Position Surface form Disambiguated ID Type / Status
Subject Parkes Shire E410242 entity
Predicate hasTransportCorridor P3034 FINISHED
Object Trans-Australian Railway junction at Parkes
The Trans-Australian Railway junction at Parkes is a key inland rail hub in New South Wales where major east–west and north–south freight routes intersect, supporting national long-distance rail transport.
 E1239827 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: Trans-Australian Railway junction at Parkes | Statement: [Parkes Shire, hasTransportCorridor, Trans-Australian Railway junction at Parkes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Trans-Australian Railway junction at Parkes
Context triple: [Parkes Shire, hasTransportCorridor, Trans-Australian Railway junction at Parkes]
  • A. Yass Junction railway station
    Yass Junction railway station is a regional railway station in New South Wales, Australia, serving the town of Yass on the Main Southern railway line.
  • B. Yanco railway junction
    Yanco railway junction is a key rail interchange in New South Wales, Australia, where multiple regional lines converge to support passenger and freight movements in the Riverina area.
  • C. Gascoyne Junction
    Gascoyne Junction is a small, remote outback town in Western Australia that serves as a service and supply hub for pastoral and tourism activities in the Gascoyne region.
  • D. Wallangarra railway station
    Wallangarra railway station is a historic border railway station in Queensland, Australia, notable for its dual-gauge platforms that once served as the break-of-gauge point between Queensland and New South Wales rail systems.
  • E. Gundagai railway station
    Gundagai railway station is a historic former railway station in Gundagai, New South Wales, Australia, notable for serving the town on the Tumut branch line and retaining significant heritage railway architecture.
  • 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: Trans-Australian Railway junction at Parkes
Triple: [Parkes Shire, hasTransportCorridor, Trans-Australian Railway junction at Parkes]
Generated description
The Trans-Australian Railway junction at Parkes is a key inland rail hub in New South Wales where major east–west and north–south freight routes intersect, supporting national long-distance rail transport.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Trans-Australian Railway junction at Parkes
Target entity description: The Trans-Australian Railway junction at Parkes is a key inland rail hub in New South Wales where major east–west and north–south freight routes intersect, supporting national long-distance rail transport.
  • A. Yass Junction railway station
    Yass Junction railway station is a regional railway station in New South Wales, Australia, serving the town of Yass on the Main Southern railway line.
  • B. Yanco railway junction
    Yanco railway junction is a key rail interchange in New South Wales, Australia, where multiple regional lines converge to support passenger and freight movements in the Riverina area.
  • C. Gascoyne Junction
    Gascoyne Junction is a small, remote outback town in Western Australia that serves as a service and supply hub for pastoral and tourism activities in the Gascoyne region.
  • D. Wallangarra railway station
    Wallangarra railway station is a historic border railway station in Queensland, Australia, notable for its dual-gauge platforms that once served as the break-of-gauge point between Queensland and New South Wales rail systems.
  • E. Gundagai railway station
    Gundagai railway station is a historic former railway station in Gundagai, New South Wales, Australia, notable for serving the town on the Tumut branch line and retaining significant heritage railway architecture.
  • 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_69d886c7b1e481908c3766dfa8c13458 completed April 10, 2026, 5:12 a.m.
NER Named-entity recognition batch_69e3ca3e6b9481909fbaeb0bddd7e3b2 completed April 18, 2026, 6:15 p.m.
NED1 Entity disambiguation (via context triple) batch_6a00c7be679c8190b9d0b0b9cfe185d3 completed May 10, 2026, 6 p.m.
NEDg Description generation batch_6a00c9059a2c819099ede5a7b6e25b18 completed May 10, 2026, 6:05 p.m.
NED2 Entity disambiguation (via description) batch_6a00c9d1c6a0819083635b8246cc82e7 completed May 10, 2026, 6:09 p.m.
Created at: April 10, 2026, 5:30 a.m.