Triple

T20803428
Position Surface form Disambiguated ID Type / Status
Subject Andersen Consulting E512095 entity
Predicate partOf P40 FINISHED
Object Big Five professional services firms NE NERFINISHED

How this triple was built (3 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: Big Five professional services firms | Statement: [Andersen Consulting, partOf, Big Five professional services firms]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Big Five professional services firms
Context triple: [Andersen Consulting, partOf, Big Five professional services firms]
  • A. Big Eight accounting firms
    The Big Eight accounting firms were the dominant group of large international professional services networks that led the global audit and accounting industry before a series of mergers reduced them to today’s Big Four.
  • B. Big Four auditors
    The Big Four auditors are the four largest international accounting and professional services firms that dominate the global audit market for large public companies.
  • C. Ernst & Young
    Ernst & Young is a global professional services firm, known as one of the "Big Four" accounting organizations, providing audit, tax, consulting, and advisory services to clients worldwide.
  • D. Big Four
    The Big Four was a historic Canadian football league that formed the basis of modern professional Canadian football and eventually evolved into part of the Canadian Football League (CFL).
  • E. Big Four
    The Big Four were the four largest British railway companies that dominated rail transport in Great Britain between the 1923 Grouping and nationalisation in 1948.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Big Five professional services firms
Target entity description: The Big Five professional services firms were the leading global accounting and consulting networks that dominated the audit and advisory market before Arthur Andersen’s collapse reduced them to the current "Big Four."
  • A. Big Eight accounting firms chosen
    The Big Eight accounting firms were the dominant group of large international professional services networks that led the global audit and accounting industry before a series of mergers reduced them to today’s Big Four.
  • B. Big Four auditors
    The Big Four auditors are the four largest international accounting and professional services firms that dominate the global audit market for large public companies.
  • C. Ernst & Young
    Ernst & Young is a global professional services firm, known as one of the "Big Four" accounting organizations, providing audit, tax, consulting, and advisory services to clients worldwide.
  • D. Big Four
    The Big Four was a historic Canadian football league that formed the basis of modern professional Canadian football and eventually evolved into part of the Canadian Football League (CFL).
  • E. Big Four
    The Big Four were the four largest British railway companies that dominated rail transport in Great Britain between the 1923 Grouping and nationalisation in 1948.
  • F. None of above.

Provenance (2 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_69e0b4cc69f481908e98751e697b9df4 completed April 16, 2026, 10:07 a.m.
NER Named-entity recognition batch_69e6c2b2d5688190aaa58a2594d4787c completed April 21, 2026, 12:20 a.m.
Created at: April 16, 2026, 12:39 p.m.