Triple
T5340263
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Arthur Andersen |
E123927
|
entity |
| Predicate | memberOf |
P10
|
FINISHED |
| Object | Big Five accounting firms |
E482357
|
NE FINISHED |
Named-entity recognition
Before disambiguation, gpt-5-mini classified whether the object phrase is a named entity — the step behind the object's NE type shown above.
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 accounting firms | Statement: [Arthur Andersen, memberOf, Big Five accounting firms]
Disambiguation candidates (1 decision)
The exact options the model was shown at each disambiguation step, with the option it chose highlighted — the evidence behind this triple's disambiguated ids.
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Big Five accounting firms Context triple: [Arthur Andersen, memberOf, Big Five 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.
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.
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.
-
E.
Deloitte
Deloitte is one of the world’s largest professional services firms, providing audit, consulting, tax, and advisory services to clients globally.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 batches)
| Stage | Batch ID | Job type | Status |
|---|---|---|---|
| creating | batch_69bd464b07f8819095aa76577c9829e4 |
elicitation | completed |
| NER | batch_69bd85c9cff48190900d234a7569cd5d |
ner | completed |
| NED1 | batch_69bf18c8db388190a31f55854e7370fc |
ned_source_triple | completed |
Created at: March 20, 2026, 2 p.m.