Triple
T7094265
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Price Waterhouse |
E165280
|
entity |
| Predicate | partOf |
P40
|
FINISHED |
| Object |
Big Six accounting firms
The Big Six accounting firms were the dominant global professional services networks that led the auditing and consulting industry before consolidations reduced them to today’s Big Four.
|
E642319
|
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 Six accounting firms | Statement: [Price Waterhouse, partOf, Big Six accounting firms]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Big Six accounting firms Context triple: [Price Waterhouse, partOf, Big Six accounting 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 were the four largest British railway companies that dominated rail transport in Great Britain between the 1923 Grouping and nationalisation in 1948.
-
E.
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.
- 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 Six accounting firms Triple: [Price Waterhouse, partOf, Big Six accounting firms]
Generated description
The Big Six accounting firms were the dominant global professional services networks that led the auditing and consulting industry before consolidations reduced them to today’s Big Four.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Big Six accounting firms Target entity description: The Big Six accounting firms were the dominant global professional services networks that led the auditing and consulting industry before consolidations reduced them to today’s 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 were the four largest British railway companies that dominated rail transport in Great Britain between the 1923 Grouping and nationalisation in 1948.
-
E.
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.
- F. None of above.
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_69c6887e8c10819091cee237560d32da |
completed | March 27, 2026, 1:39 p.m. |
| NER | Named-entity recognition | batch_69c6e55159848190a794ad77e60c5525 |
completed | March 27, 2026, 8:15 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c7a31e3fec8190b22da130f7cbaaf9 |
completed | March 28, 2026, 9:45 a.m. |
| NEDg | Description generation | batch_69c7a426cc6c8190b3d3cce1233dd068 |
completed | March 28, 2026, 9:49 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c7a48162e081909e03ed01f305c46f |
completed | March 28, 2026, 9:50 a.m. |
Created at: March 27, 2026, 2:41 p.m.