Triple

T10801491
Position Surface form Disambiguated ID Type / Status
Subject Aon plc E254847 entity
Predicate hasDivision P35 FINISHED
Object Aon Benfield
Aon Benfield is a leading global reinsurance intermediary and risk management consultancy that provides reinsurance brokerage, capital advisory, and analytical services to insurers and other clients.
 E48249 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: Aon Benfield | Statement: [Aon plc, hasDivision, Aon Benfield]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Aon Benfield
Context triple: [Aon plc, hasDivision, Aon Benfield]
  • A. Aon Corporation
    Aon Corporation is a global professional services firm specializing in risk management, insurance brokerage, and human capital consulting.
  • B. Chubb
    Chubb is a global security and fire-safety solutions company known for providing alarm systems, fire protection, and related services to commercial and residential customers.
  • C. Bennetts Associates
    Bennetts Associates is a British architectural practice known for its innovative and sustainable designs for major cultural and public buildings.
  • D. Callison
    Callison is an international architecture and design firm known for creating large-scale commercial and mixed-use developments.
  • E. Berkeley Group
    Berkeley Group is a major British property development company known for building large-scale residential and mixed-use projects, particularly in London and the South East of England.
  • 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: Aon Benfield
Triple: [Aon plc, hasDivision, Aon Benfield]
Generated description
Aon Benfield is a leading global reinsurance intermediary and risk management consultancy that provides reinsurance brokerage, capital advisory, and analytical services to insurers and other clients.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Aon Benfield
Target entity description: Aon Benfield is a leading global reinsurance intermediary and risk management consultancy that provides reinsurance brokerage, capital advisory, and analytical services to insurers and other clients.
  • A. Aon Corporation chosen
    Aon Corporation is a global professional services firm specializing in risk management, insurance brokerage, and human capital consulting.
  • B. Chubb
    Chubb is a global security and fire-safety solutions company known for providing alarm systems, fire protection, and related services to commercial and residential customers.
  • C. Bennetts Associates
    Bennetts Associates is a British architectural practice known for its innovative and sustainable designs for major cultural and public buildings.
  • D. Callison
    Callison is an international architecture and design firm known for creating large-scale commercial and mixed-use developments.
  • E. Berkeley Group
    Berkeley Group is a major British property development company known for building large-scale residential and mixed-use projects, particularly in London and the South East of England.
  • 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_69d6aa61c15c8190a1839550c56e75e1 completed April 8, 2026, 7:20 p.m.
NER Named-entity recognition batch_69d7336dedec819099bd302c5d213dba completed April 9, 2026, 5:04 a.m.
NED1 Entity disambiguation (via context triple) batch_69de566e7d408190946864e28c294075 completed April 14, 2026, 2:59 p.m.
NEDg Description generation batch_69de5eaf3cc08190935cb6ddf2020166 completed April 14, 2026, 3:35 p.m.
NED2 Entity disambiguation (via description) batch_69de63a902f4819089845bc6d7469c6b completed April 14, 2026, 3:56 p.m.
Created at: April 8, 2026, 9:18 p.m.