Triple

T18319723
Position Surface form Disambiguated ID Type / Status
Subject Murray & Stewart E438838 entity
Predicate eventualEvolution P131358 FINISHED
Object Murray & Roberts — NE NERFINISHED

How this triple was built (3 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: Murray & Roberts | Statement: [Murray & Stewart, eventualEvolution, Murray & Roberts]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Murray & Roberts
Context triple: [Murray & Stewart, eventualEvolution, Murray & Roberts]
  • A. Murray & Roberts chosen
    Murray & Roberts is a major South African engineering and construction group known for delivering large, complex infrastructure and building projects worldwide.
  • B. Benfield Group
    Benfield Group was a leading independent reinsurance and risk intermediary headquartered in London, known for providing specialized reinsurance brokerage and advisory services to insurers and other risk-bearing entities.
  • C. Graham-Newman Corporation
    Graham-Newman Corporation was an influential mid-20th-century investment partnership known for pioneering value investing principles under Benjamin Graham’s leadership.
  • D. Mace Group
    Mace Group is a global construction and consultancy company known for delivering major complex projects, including high-profile sports stadiums and landmark buildings.
  • E. Furneaux Group
    The Furneaux Group is a cluster of islands in southeastern Australia, situated between Tasmania and mainland Australia, known for its rugged coastlines, wildlife, and remote communities.
  • F. None of above.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
PD Predicate disambiguation gpt-5-mini-2025-08-07 
Target predicate: eventualEvolution
Context triple: [Murray & Stewart, eventualEvolution, Murray & Roberts]
  • A. evolvesIn
    Indicates that an entity undergoes a process of change or development within a specified environment, context, or medium.
  • B. evolvesAcross
    Indicates a transformation or development of one entity into another across different states, stages, or contexts.
  • C. evolvedWith
    Indicates that two or more entities have undergone evolutionary change in mutual influence or parallel over time.
  • D. evolves
    Indicates that one entity undergoes a process of gradual change or development into another, typically more advanced or different, state or form.
  • E. evolvedIn
    Indicates that an entity originated or developed within a specified environment, context, or location over evolutionary time.
  • F. None of above. chosen

Provenance (4 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_69d8b916a2d081909e249e4902f6aad9 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e50aa4d3308190883714e1ef6a1d84 completed April 19, 2026, 5:02 p.m.
PD Predicate disambiguation batch_69e44fe4ee10819086b4142444fca1f5 completed April 19, 2026, 3:45 a.m.
PDg Predicate description generation batch_69e451a0ba208190a5fe92832a8f7a49 completed April 19, 2026, 3:53 a.m.
Created at: April 10, 2026, 10:36 a.m.