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.