Triple

T18073764
Position Surface form Disambiguated ID Type / Status
Subject Big Four banks (Australia) E432500 entity
Predicate subjectOf P38 FINISHED
Object Australian banking royal commission
The Australian banking royal commission was a major public inquiry that investigated widespread misconduct and systemic failures in Australia’s banking, superannuation, and financial services industry.
E1303719 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: Australian banking royal commission | Statement: [Big Four banks (Australia), subjectOf, Australian banking royal commission]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Australian banking royal commission
Context triple: [Big Four banks (Australia), subjectOf, Australian banking royal commission]
  • A. Wallis Inquiry into the Australian financial system
    The Wallis Inquiry into the Australian financial system was a landmark 1990s review that reshaped Australia’s financial regulation framework and paved the way for major reforms to its financial services industry.
  • B. The Australian Financial System
    The Australian Financial System is the network of institutions, markets, regulations, and payment systems that intermediates savings and investment and supports economic activity in Australia.
  • C. Independent Commission on Banking (Vickers Commission)
    The Independent Commission on Banking (Vickers Commission) was a UK body established in the aftermath of the global financial crisis to recommend major reforms to the structure and regulation of British banks, including ring-fencing retail banking from riskier activities.
  • D. Australian National Audit Office
    The Australian National Audit Office is an independent federal body responsible for auditing and reporting on the performance and financial management of Australian government entities.
  • E. ICC Commission on Banking
    The ICC Commission on Banking is a leading global rule-making and policy body that develops standards, guidelines, and best practices for international trade finance and banking under the International Chamber of Commerce.
  • 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: Australian banking royal commission
Triple: [Big Four banks (Australia), subjectOf, Australian banking royal commission]
Generated description
The Australian banking royal commission was a major public inquiry that investigated widespread misconduct and systemic failures in Australia’s banking, superannuation, and financial services industry.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Australian banking royal commission
Target entity description: The Australian banking royal commission was a major public inquiry that investigated widespread misconduct and systemic failures in Australia’s banking, superannuation, and financial services industry.
  • A. Wallis Inquiry into the Australian financial system
    The Wallis Inquiry into the Australian financial system was a landmark 1990s review that reshaped Australia’s financial regulation framework and paved the way for major reforms to its financial services industry.
  • B. The Australian Financial System
    The Australian Financial System is the network of institutions, markets, regulations, and payment systems that intermediates savings and investment and supports economic activity in Australia.
  • C. Independent Commission on Banking (Vickers Commission)
    The Independent Commission on Banking (Vickers Commission) was a UK body established in the aftermath of the global financial crisis to recommend major reforms to the structure and regulation of British banks, including ring-fencing retail banking from riskier activities.
  • D. Australian National Audit Office
    The Australian National Audit Office is an independent federal body responsible for auditing and reporting on the performance and financial management of Australian government entities.
  • E. ICC Commission on Banking
    The ICC Commission on Banking is a leading global rule-making and policy body that develops standards, guidelines, and best practices for international trade finance and banking under the International Chamber of Commerce.
  • 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_69d8b9070cac81909fa9473fb1c3f1c7 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4ccefcdc4819086d0b224731bfc4d completed April 19, 2026, 12:39 p.m.
NED1 Entity disambiguation (via context triple) batch_6a03567685fc8190a63da27de99a1101 completed May 12, 2026, 4:33 p.m.
NEDg Description generation batch_6a0357dd52dc8190990b5dc2fe1b4720 completed May 12, 2026, 4:39 p.m.
NED2 Entity disambiguation (via description) batch_6a03585051d4819085e4ea76b0a8ea8b completed May 12, 2026, 4:41 p.m.
Created at: April 10, 2026, 10:26 a.m.