Triple

T15261841
Position Surface form Disambiguated ID Type / Status
Subject Arthur J. Gallagher & Co. E364796 entity
Predicate hasSubsidiary P254 FINISHED
Object Gallagher Bassett Services, Inc.
Gallagher Bassett Services, Inc. is a risk management and third-party claims administration company that operates as a subsidiary of Arthur J. Gallagher & Co.
E364796 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: Gallagher Bassett Services, Inc. | Statement: [Arthur J. Gallagher & Co., hasSubsidiary, Gallagher Bassett Services, Inc.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Gallagher Bassett Services, Inc.
Context triple: [Arthur J. Gallagher & Co., hasSubsidiary, Gallagher Bassett Services, Inc.]
  • A. Arthur J. Gallagher & Co.
    Arthur J. Gallagher & Co. is a global insurance brokerage and risk management services firm headquartered in the United States.
  • B. Bennetts Associates
    Bennetts Associates is a British architectural practice known for its innovative and sustainable designs for major cultural and public buildings.
  • C. Gateway, Inc.
    Gateway, Inc. is an American computer hardware company best known for its consumer PCs and distinctive cow-spotted packaging.
  • D. Brown & Root
    Brown & Root is a major American engineering and construction company historically known for large-scale industrial, infrastructure, and government projects.
  • E. Bell-Mason Group
    Bell-Mason Group is a consulting and advisory firm best known for developing the Bell-Mason Diagnostic, a framework for assessing and guiding the growth of technology startups and ventures.
  • 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: Gallagher Bassett Services, Inc.
Triple: [Arthur J. Gallagher & Co., hasSubsidiary, Gallagher Bassett Services, Inc.]
Generated description
Gallagher Bassett Services, Inc. is a risk management and third-party claims administration company that operates as a subsidiary of Arthur J. Gallagher & Co.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Gallagher Bassett Services, Inc.
Target entity description: Gallagher Bassett Services, Inc. is a risk management and third-party claims administration company that operates as a subsidiary of Arthur J. Gallagher & Co.
  • A. Arthur J. Gallagher & Co. chosen
    Arthur J. Gallagher & Co. is a global insurance brokerage and risk management services firm headquartered in the United States.
  • B. Bennetts Associates
    Bennetts Associates is a British architectural practice known for its innovative and sustainable designs for major cultural and public buildings.
  • C. Gateway, Inc.
    Gateway, Inc. is an American computer hardware company best known for its consumer PCs and distinctive cow-spotted packaging.
  • D. Brown & Root
    Brown & Root is a major American engineering and construction company historically known for large-scale industrial, infrastructure, and government projects.
  • E. Bell-Mason Group
    Bell-Mason Group is a consulting and advisory firm best known for developing the Bell-Mason Diagnostic, a framework for assessing and guiding the growth of technology startups and ventures.
  • 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_69d85a0f08408190b3c3259ae35d79d2 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e0084e85a08190b8e63598b9f6a535 completed April 15, 2026, 9:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69fee5fb8b30819096d31ba5884715c9 completed May 9, 2026, 7:44 a.m.
NEDg Description generation batch_69fee805f5bc8190a6095e3c374f3441 completed May 9, 2026, 7:53 a.m.
NED2 Entity disambiguation (via description) batch_69fee8e4dc688190bd597f8d710c8afc completed May 9, 2026, 7:57 a.m.
Created at: April 10, 2026, 3:14 a.m.