Triple

T6892682
Position Surface form Disambiguated ID Type / Status
Subject Forbes region E159084 entity
Predicate hasTown P847 FINISHED
Object Forbes, New South Wales
Forbes, New South Wales is a historic rural town in the Central West region of New South Wales, Australia, known for its agricultural economy and gold rush heritage.
 E627103 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, New South Wales | Statement: [Forbes region, hasTown, Forbes, New South Wales]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Forbes, New South Wales
Context triple: [Forbes region, hasTown, Forbes, New South Wales]
  • A. Osborne, New South Wales
    Osborne, New South Wales is a small rural locality in the Riverina region of southern New South Wales, Australia.
  • B. Singleton, New South Wales
    Singleton, New South Wales is a historic rural town in Australia’s Hunter Region, known for its coal mining, power generation, and proximity to the Hunter Valley wine country.
  • C. Muswellbrook, New South Wales
    Muswellbrook, New South Wales is a regional town in the Upper Hunter Valley known for its coal mining, power generation, and thoroughbred horse breeding industries.
  • D. Holsworthy, New South Wales
    Holsworthy, New South Wales is a suburb in southwestern Sydney known for its large Australian Army military base and surrounding bushland.
  • E. Balmain, New South Wales, Australia
    Balmain, New South Wales, Australia is an inner-west Sydney suburb known for its historic waterfront, working-class roots, and vibrant cultural and dining scene.
  • 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, New South Wales
Triple: [Forbes region, hasTown, Forbes, New South Wales]
Generated description
Forbes, New South Wales is a historic rural town in the Central West region of New South Wales, Australia, known for its agricultural economy and gold rush heritage.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Forbes, New South Wales
Target entity description: Forbes, New South Wales is a historic rural town in the Central West region of New South Wales, Australia, known for its agricultural economy and gold rush heritage.
  • A. Osborne, New South Wales
    Osborne, New South Wales is a small rural locality in the Riverina region of southern New South Wales, Australia.
  • B. Singleton, New South Wales
    Singleton, New South Wales is a historic rural town in Australia’s Hunter Region, known for its coal mining, power generation, and proximity to the Hunter Valley wine country.
  • C. Muswellbrook, New South Wales
    Muswellbrook, New South Wales is a regional town in the Upper Hunter Valley known for its coal mining, power generation, and thoroughbred horse breeding industries.
  • D. Holsworthy, New South Wales
    Holsworthy, New South Wales is a suburb in southwestern Sydney known for its large Australian Army military base and surrounding bushland.
  • E. Balmain, New South Wales, Australia
    Balmain, New South Wales, Australia is an inner-west Sydney suburb known for its historic waterfront, working-class roots, and vibrant cultural and dining scene.
  • 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_69c6883568c8819081db6407e892cccc completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d930ab548190953291d63cbc721b completed March 27, 2026, 7:23 p.m.
NED1 Entity disambiguation (via context triple) batch_69c748d625908190b3b1f7cfe6360016 completed March 28, 2026, 3:19 a.m.
NEDg Description generation batch_69c749f7ab5c8190ab823fac27f7484d completed March 28, 2026, 3:24 a.m.
NED2 Entity disambiguation (via description) batch_69c74a6f828c8190bf0cc56227b1a5b2 completed March 28, 2026, 3:26 a.m.
Created at: March 27, 2026, 2:24 p.m.