Triple

T19287710
Position Surface form Disambiguated ID Type / Status
Subject Big Four auditors E482357 entity
Predicate alsoKnownAs P39 FINISHED
Object Big Four accounting firms — NE NERFINISHED

How this triple was built (2 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 Four accounting firms | Statement: [Big Four auditors, alsoKnownAs, Big Four accounting firms]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Big Four accounting firms
Context triple: [Big Four auditors, alsoKnownAs, Big Four accounting firms]
  • A. Big Four auditors chosen
    The Big Four auditors are the four largest international accounting and professional services firms that dominate the global audit market for large public companies.
  • B. 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.
  • C. PricewaterhouseCoopers
    PricewaterhouseCoopers (PwC) is one of the world’s largest professional services networks, providing audit, tax, and consulting services to clients across a wide range of industries.
  • D. 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.
  • E. 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).
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

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_69d8e8cf61b0819096fe3e4107827c4e completed April 10, 2026, 12:10 p.m.
NER Named-entity recognition batch_69e5fc032f108190a89e47d1458f3f55 completed April 20, 2026, 10:12 a.m.
Created at: April 10, 2026, 1:30 p.m.