Triple

T4974556
Position Surface form Disambiguated ID Type / Status
Subject KPMG E111733 entity
Predicate memberOf P10 FINISHED
Object 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.
E482357 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: Big Four auditors | Statement: [KPMG, memberOf, Big Four auditors]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Big Four auditors
Context triple: [KPMG, memberOf, Big Four auditors]
  • A. 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.
  • B. 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.
  • C. KPMG
    KPMG is one of the world’s largest professional services firms, providing audit, tax, and advisory services to clients across a wide range of industries.
  • D. Price, Waterhouse & Co.
    Price, Waterhouse & Co. was a major international accounting firm that later became part of the global professional services network PricewaterhouseCoopers (PwC).
  • E. Board of Auditors
    The Board of Auditors is an oversight body responsible for monitoring the legality, correctness, and soundness of Banca d’Italia’s financial and administrative management.
  • 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: Big Four auditors
Triple: [KPMG, memberOf, Big Four auditors]
Generated description
The Big Four auditors are the four largest international accounting and professional services firms that dominate the global audit market for large public companies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Big Four auditors
Target entity description: The Big Four auditors are the four largest international accounting and professional services firms that dominate the global audit market for large public companies.
  • A. 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.
  • B. 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.
  • C. KPMG
    KPMG is one of the world’s largest professional services firms, providing audit, tax, and advisory services to clients across a wide range of industries.
  • D. Price, Waterhouse & Co.
    Price, Waterhouse & Co. was a major international accounting firm that later became part of the global professional services network PricewaterhouseCoopers (PwC).
  • E. Board of Auditors
    The Board of Auditors is an oversight body responsible for monitoring the legality, correctness, and soundness of Banca d’Italia’s financial and administrative management.
  • 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_69bd441a0eb481908050fa4273b19eae completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd722e77208190833dc760a57428d5 completed March 20, 2026, 4:13 p.m.
NED1 Entity disambiguation (via context triple) batch_69be81fcd98081909759612c94ab37d2 completed March 21, 2026, 11:33 a.m.
NEDg Description generation batch_69be8387ac98819081d353ef7b7aea35 completed March 21, 2026, 11:39 a.m.
NED2 Entity disambiguation (via description) batch_69be83d5f1cc8190a8e44261244f7a1d completed March 21, 2026, 11:41 a.m.
Created at: March 20, 2026, 1:33 p.m.