Triple

T37269684
Position Surface form Disambiguated ID Type / Status
Subject ManpowerGroup Inc. E924478 entity
Predicate instanceOf P0 FINISHED
Object workforce solutions company C40850 CONCEPT FINISHED

How this triple was built (1 step)

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.

CD Concept disambiguation gpt-5-mini-2025-08-07
Target class: workforce solutions company
Context triple: [ManpowerGroup Inc., instanceOf, workforce solutions company]
  • A. human resources services provider chosen
    A human resources services provider is an organization that offers specialized support and solutions for managing workforce-related functions such as recruitment, payroll, benefits administration, compliance, and employee development for client businesses.
  • B. human resources service management solution
    A human resources service management solution is a centralized platform that streamlines and automates HR processes, requests, and employee interactions to improve service delivery and workforce experience.
  • C. workforce development system
    A workforce development system is an integrated framework of policies, programs, and services designed to prepare, upskill, and connect individuals to employment opportunities that meet current and future labor market needs.
  • D. professional services solutions provider
    A professional services solutions provider is an organization that delivers specialized expertise, advisory, and implementation services to help clients solve complex business challenges and achieve strategic objectives.
  • E. civilian workforce
    The civilian workforce comprises all non-military individuals engaged in paid employment or actively seeking work within an economy, contributing labor and expertise across public and private sectors.
  • F. None of above.

Provenance (1 batch)

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_69f76eacdd8c819094080d3991e6d37c completed May 3, 2026, 3:50 p.m.
Created at: May 3, 2026, 4:15 p.m.