Triple

T14396012
Position Surface form Disambiguated ID Type / Status
Subject ULTI E356949 entity
Predicate relatedTo P37 FINISHED
Object 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.
 E1096592 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: UltiPro | Statement: [ULTI, relatedTo, UltiPro]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: UltiPro
Context triple: [ULTI, relatedTo, UltiPro]
  • A. Zoho People
    Zoho People is a cloud-based human resources management software solution designed to help organizations manage employee data, attendance, leave, performance, and other HR processes.
  • B. UKG Workforce Central (legacy)
    UKG Workforce Central (legacy) is an older, comprehensive workforce management software suite used by organizations to handle timekeeping, scheduling, and labor management.
  • C. Paycom
    Paycom is a U.S.-based software company that provides cloud-based payroll and human capital management solutions to businesses.
  • D. HRMS
    HRMS is the commonly used abbreviation for Holly Ridge Middle School, an educational institution serving middle-grade students.
  • E. PeopleTools
    PeopleTools is Oracle's development and runtime framework for building, customizing, and managing PeopleSoft enterprise applications.
  • 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: UltiPro
Triple: [ULTI, relatedTo, UltiPro]
Generated description
UltiPro is a cloud-based human capital management (HCM) and payroll software platform designed to help organizations manage HR, talent, time, and compensation processes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: UltiPro
Target entity description: UltiPro is a cloud-based human capital management (HCM) and payroll software platform designed to help organizations manage HR, talent, time, and compensation processes.
  • A. Zoho People
    Zoho People is a cloud-based human resources management software solution designed to help organizations manage employee data, attendance, leave, performance, and other HR processes.
  • B. UKG Workforce Central (legacy)
    UKG Workforce Central (legacy) is an older, comprehensive workforce management software suite used by organizations to handle timekeeping, scheduling, and labor management.
  • C. Paycom
    Paycom is a U.S.-based software company that provides cloud-based payroll and human capital management solutions to businesses.
  • D. HRMS
    HRMS is the commonly used abbreviation for Holly Ridge Middle School, an educational institution serving middle-grade students.
  • E. PeopleTools
    PeopleTools is Oracle's development and runtime framework for building, customizing, and managing PeopleSoft enterprise applications.
  • 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_69d827927c988190ad98bb0360981783 completed April 9, 2026, 10:26 p.m.
NER Named-entity recognition batch_69de90826f908190b3969af9b7cf922f completed April 14, 2026, 7:07 p.m.
NED1 Entity disambiguation (via context triple) batch_69fd551cbdb08190a9ea53e607f2555b completed May 8, 2026, 3:14 a.m.
NEDg Description generation batch_69fd55d90ed08190b6a0184715f39ff4 completed May 8, 2026, 3:17 a.m.
NED2 Entity disambiguation (via description) batch_69fd565d32fc8190acc1e733537a23cb completed May 8, 2026, 3:19 a.m.
Created at: April 10, 2026, 1:17 a.m.