Triple

T22566448
Position Surface form Disambiguated ID Type / Status
Subject Paycom E557962 entity
Predicate isListedOn P1278 FINISHED
Object NYSE:PAYC
NYSE:PAYC is the stock ticker symbol for Paycom Software, Inc., a U.S.-based provider of cloud-based human capital management and payroll software.
 E1542857 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: NYSE:PAYC | Statement: [Paycom, isListedOn, NYSE:PAYC]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: NYSE:PAYC
Context triple: [Paycom, isListedOn, NYSE:PAYC]
  • A. PAYCO
    PAYCO is the youth wing of the Pan Africanist Congress of Azania, advocating for Pan-Africanism and the political, social, and economic empowerment of young people in South Africa.
  • B. Paypay
    Paypay is a coastal barangay in the municipality of Daanbantayan in Cebu, Philippines.
  • C. PAYA
    PAYA is the ICAO airport code for Yakutat Airport, a public airport serving the community of Yakutat in Alaska, United States.
  • D. NYSE:PAG
    NYSE:PAG is the stock ticker symbol for Penske Automotive Group, a large international transportation services and automotive retail company listed on the New York Stock Exchange.
  • E. WePay
    WePay is an online payment services company that provides integrated payment processing solutions for platforms, marketplaces, and software providers.
  • 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: NYSE:PAYC
Triple: [Paycom, isListedOn, NYSE:PAYC]
Generated description
NYSE:PAYC is the stock ticker symbol for Paycom Software, Inc., a U.S.-based provider of cloud-based human capital management and payroll software.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: NYSE:PAYC
Target entity description: NYSE:PAYC is the stock ticker symbol for Paycom Software, Inc., a U.S.-based provider of cloud-based human capital management and payroll software.
  • A. PAYCO
    PAYCO is the youth wing of the Pan Africanist Congress of Azania, advocating for Pan-Africanism and the political, social, and economic empowerment of young people in South Africa.
  • B. Paypay
    Paypay is a coastal barangay in the municipality of Daanbantayan in Cebu, Philippines.
  • C. PAYA
    PAYA is the ICAO airport code for Yakutat Airport, a public airport serving the community of Yakutat in Alaska, United States.
  • D. NYSE:PAG
    NYSE:PAG is the stock ticker symbol for Penske Automotive Group, a large international transportation services and automotive retail company listed on the New York Stock Exchange.
  • E. WePay
    WePay is an online payment services company that provides integrated payment processing solutions for platforms, marketplaces, and software providers.
  • 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_69e11e5ae4ac8190b1f503457603d969 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f15faaa0b081908d5aa8f3ba1e3dd3 completed April 29, 2026, 1:32 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b2d7325dc8190b207d175b8e80d42 completed May 18, 2026, 3:17 p.m.
NEDg Description generation batch_6a0b364801cc81908204a937c1099728 completed May 18, 2026, 3:54 p.m.
NED2 Entity disambiguation (via description) batch_6a0b37998f888190bb53c2429760321a completed May 18, 2026, 4 p.m.
Created at: April 16, 2026, 8:52 p.m.