Triple

T15990093
Position Surface form Disambiguated ID Type / Status
Subject Byron Deeter E387800 entity
Predicate boardMemberOf P10 FINISHED
Object Cornerstone OnDemand
Cornerstone OnDemand is a cloud-based human capital management and talent development software company that provides learning, performance, and recruiting solutions to organizations worldwide.
E1187525 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: Cornerstone OnDemand | Statement: [Byron Deeter, boardMemberOf, Cornerstone OnDemand]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Cornerstone OnDemand
Context triple: [Byron Deeter, boardMemberOf, Cornerstone OnDemand]
  • A. Zenefits
    Zenefits is a cloud-based human resources and benefits administration platform that helps small and mid-sized businesses manage payroll, benefits, compliance, and HR processes in one system.
  • B. Ultimate Software
    Ultimate Software was a leading American provider of cloud-based human capital management and payroll software solutions for businesses.
  • C. UltiPro
    UltiPro is a cloud-based human capital management (HCM) and payroll software platform designed to help organizations manage HR, talent, time, and compensation processes.
  • D. Workday
    Workday is a cloud-based enterprise software company best known for its human capital management and financial management applications used by large organizations worldwide.
  • E. Gainsight
    Gainsight is a customer success and product experience software company known for helping businesses reduce churn, drive expansion, and improve customer retention through data-driven insights and workflows.
  • 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: Cornerstone OnDemand
Triple: [Byron Deeter, boardMemberOf, Cornerstone OnDemand]
Generated description
Cornerstone OnDemand is a cloud-based human capital management and talent development software company that provides learning, performance, and recruiting solutions to organizations worldwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Cornerstone OnDemand
Target entity description: Cornerstone OnDemand is a cloud-based human capital management and talent development software company that provides learning, performance, and recruiting solutions to organizations worldwide.
  • A. Zenefits
    Zenefits is a cloud-based human resources and benefits administration platform that helps small and mid-sized businesses manage payroll, benefits, compliance, and HR processes in one system.
  • B. Ultimate Software
    Ultimate Software was a leading American provider of cloud-based human capital management and payroll software solutions for businesses.
  • C. UltiPro
    UltiPro is a cloud-based human capital management (HCM) and payroll software platform designed to help organizations manage HR, talent, time, and compensation processes.
  • D. Workday
    Workday is a cloud-based enterprise software company best known for its human capital management and financial management applications used by large organizations worldwide.
  • E. Gainsight
    Gainsight is a customer success and product experience software company known for helping businesses reduce churn, drive expansion, and improve customer retention through data-driven insights and workflows.
  • 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_69d86daa562c81908aacc179c0fe8fb5 completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e157829ec08190aa4a683e29a0148a completed April 16, 2026, 9:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69ffc3d2369081909efa2d4addf0cf2d completed May 9, 2026, 11:31 p.m.
NEDg Description generation batch_69ffc45e6ff48190bb7b82adb4161ad0 completed May 9, 2026, 11:33 p.m.
NED2 Entity disambiguation (via description) batch_69ffc4cea4108190927b107fc24df597 completed May 9, 2026, 11:35 p.m.
Created at: April 10, 2026, 4:54 a.m.