Triple

T22566415
Position Surface form Disambiguated ID Type / Status
Subject Paycom E557962 entity
Predicate foundedBy P104 FINISHED
Object Chad Richison
Chad Richison is an American entrepreneur and billionaire best known as the founder and longtime CEO of the payroll and human capital management software company Paycom.
E1544797 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: Chad Richison | Statement: [Paycom, foundedBy, Chad Richison]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Chad Richison
Context triple: [Paycom, foundedBy, Chad Richison]
  • A. Chad Sexton
    Chad Sexton is an American drummer best known as a founding member of the rock band 311.
  • B. Tyler Hayward
    Tyler Hayward is a high-ranking S.W.O.R.D. official in the Marvel Cinematic Universe, known for his antagonistic role in the events of WandaVision.
  • C. Chad Hugo
    Chad Hugo is an American record producer, multi-instrumentalist, and songwriter best known as one half of the influential production duo The Neptunes, alongside Pharrell Williams.
  • D. Trent Burns
    Trent Burns is the reclusive, working-class lawn caretaker who forms an unlikely and transformative friendship with a wealthy young girl in the film "Lawn Dogs."
  • E. Colton Dunn
    Colton Dunn is an American actor, comedian, and writer best known for playing the sarcastic, wheelchair-using employee Garrett McNeil on the NBC sitcom "Superstore."
  • 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: Chad Richison
Triple: [Paycom, foundedBy, Chad Richison]
Generated description
Chad Richison is an American entrepreneur and billionaire best known as the founder and longtime CEO of the payroll and human capital management software company Paycom.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Chad Richison
Target entity description: Chad Richison is an American entrepreneur and billionaire best known as the founder and longtime CEO of the payroll and human capital management software company Paycom.
  • A. Chad Sexton
    Chad Sexton is an American drummer best known as a founding member of the rock band 311.
  • B. Tyler Hayward
    Tyler Hayward is a high-ranking S.W.O.R.D. official in the Marvel Cinematic Universe, known for his antagonistic role in the events of WandaVision.
  • C. Chad Hugo
    Chad Hugo is an American record producer, multi-instrumentalist, and songwriter best known as one half of the influential production duo The Neptunes, alongside Pharrell Williams.
  • D. Trent Burns
    Trent Burns is the reclusive, working-class lawn caretaker who forms an unlikely and transformative friendship with a wealthy young girl in the film "Lawn Dogs."
  • E. Colton Dunn
    Colton Dunn is an American actor, comedian, and writer best known for playing the sarcastic, wheelchair-using employee Garrett McNeil on the NBC sitcom "Superstore."
  • 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_6a0b3d5001408190b2b3e3c2ac106764 completed May 18, 2026, 4:24 p.m.
NEDg Description generation batch_6a0b3f588d3881908e354f4981f3e436 completed May 18, 2026, 4:33 p.m.
NED2 Entity disambiguation (via description) batch_6a0b3fd214748190ba2441dad1cd5c0a completed May 18, 2026, 4:35 p.m.
Created at: April 16, 2026, 8:52 p.m.