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.