Triple
T4025096
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mazars USA LLP |
E91372
|
entity |
| Predicate | parentOrganization |
P254
|
FINISHED |
| Object |
Mazars Group
Mazars Group is an international audit, accounting, and consulting firm headquartered in France, serving clients worldwide across a range of industries.
|
E91372
|
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: Mazars Group | Statement: [Mazars USA LLP, parentOrganization, Mazars Group]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Mazars Group Context triple: [Mazars USA LLP, parentOrganization, Mazars Group]
-
A.
Mazars USA LLP
Mazars USA LLP is an accounting and consulting firm that served as Donald Trump’s longtime accounting firm and was central to the legal dispute in Trump v. Vance over access to his financial records.
-
B.
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.
-
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.
EY
EY is the two-letter IATA airline designator assigned to Etihad Airways, the national carrier of the United Arab Emirates based in Abu Dhabi.
-
E.
Allen & Company
Allen & Company is a private investment bank and financial advisory firm known for its work with media, technology, and entertainment companies, as well as its exclusive annual Sun Valley Conference.
- 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: Mazars Group Triple: [Mazars USA LLP, parentOrganization, Mazars Group]
Generated description
Mazars Group is an international audit, accounting, and consulting firm headquartered in France, serving clients worldwide across a range of industries.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Mazars Group Target entity description: Mazars Group is an international audit, accounting, and consulting firm headquartered in France, serving clients worldwide across a range of industries.
-
A.
Mazars USA LLP
chosen
Mazars USA LLP is an accounting and consulting firm that served as Donald Trump’s longtime accounting firm and was central to the legal dispute in Trump v. Vance over access to his financial records.
-
B.
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.
-
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.
EY
EY is the two-letter IATA airline designator assigned to Etihad Airways, the national carrier of the United Arab Emirates based in Abu Dhabi.
-
E.
Allen & Company
Allen & Company is a private investment bank and financial advisory firm known for its work with media, technology, and entertainment companies, as well as its exclusive annual Sun Valley Conference.
- 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_69aed9618b04819081750d979d2af098 |
completed | March 9, 2026, 2:29 p.m. |
| NER | Named-entity recognition | batch_69aefacfb23081909a46878adb90ea6c |
completed | March 9, 2026, 4:52 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b54c84ce9081909ecf3aeee95cb2bf |
completed | March 14, 2026, 11:54 a.m. |
| NEDg | Description generation | batch_69b54d076f708190a0d86120d78e8d77 |
completed | March 14, 2026, 11:56 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b54d5fa6c4819089d190c4cfdb8cd0 |
completed | March 14, 2026, 11:58 a.m. |
Created at: March 9, 2026, 3:35 p.m.