Triple
T2480038
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Marsh & McLennan |
E55791
|
entity |
| Predicate | notableSubsidiary |
P9212
|
FINISHED |
| Object |
Oliver Wyman, the management consulting firm
Oliver Wyman is a global management consulting firm known for its expertise in strategy, risk management, and organizational transformation across a wide range of industries.
|
E270237
|
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: Oliver Wyman, the management consulting firm | Statement: [Marsh & McLennan, notableSubsidiary, Oliver Wyman, the management consulting firm]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Oliver Wyman, the management consulting firm Context triple: [Marsh & McLennan, notableSubsidiary, Oliver Wyman, the management consulting firm]
-
A.
McKinsey & Company
McKinsey & Company is a global management consulting firm known for advising leading corporations, governments, and institutions on high-level strategic and organizational issues.
-
B.
Bain & Company
Bain & Company is a global management consulting firm known for advising leading businesses, governments, and organizations on strategy and performance improvement.
-
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.
The Advisory Board Company
The Advisory Board Company is a research, consulting, and technology firm that provides strategic insights and performance-improvement services primarily to healthcare and higher education organizations.
-
E.
Towers Watson
Towers Watson was a global professional services firm specializing in risk management, insurance brokerage, and human capital consulting.
- 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: Oliver Wyman, the management consulting firm Triple: [Marsh & McLennan, notableSubsidiary, Oliver Wyman, the management consulting firm]
Generated description
Oliver Wyman is a global management consulting firm known for its expertise in strategy, risk management, and organizational transformation across a wide range of industries.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Oliver Wyman, the management consulting firm Target entity description: Oliver Wyman is a global management consulting firm known for its expertise in strategy, risk management, and organizational transformation across a wide range of industries.
-
A.
McKinsey & Company
McKinsey & Company is a global management consulting firm known for advising leading corporations, governments, and institutions on high-level strategic and organizational issues.
-
B.
Bain & Company
Bain & Company is a global management consulting firm known for advising leading businesses, governments, and organizations on strategy and performance improvement.
-
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.
The Advisory Board Company
The Advisory Board Company is a research, consulting, and technology firm that provides strategic insights and performance-improvement services primarily to healthcare and higher education organizations.
-
E.
Towers Watson
Towers Watson was a global professional services firm specializing in risk management, insurance brokerage, and human capital consulting.
- 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_69ab49e670a88190b928e08302381710 |
completed | March 6, 2026, 9:40 p.m. |
| NER | Named-entity recognition | batch_69abd160a9708190b28d2f5538ea129a |
completed | March 7, 2026, 7:18 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69af17b146d881909672e9cd4a501a11 |
completed | March 9, 2026, 6:55 p.m. |
| NEDg | Description generation | batch_69af19fa53708190835e51d4bf965c62 |
completed | March 9, 2026, 7:05 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69af1a60ce6c81908cc88fc7c94a3ea9 |
completed | March 9, 2026, 7:07 p.m. |
Created at: March 6, 2026, 9:45 p.m.