Triple

T18015939
Position Surface form Disambiguated ID Type / Status
Subject NumFOCUS E430998 entity
Predicate foundedBy P104 FINISHED
Object Jarrod Millman
Jarrod Millman is a software engineer and open-source advocate known for his leadership in the scientific Python ecosystem and for co-founding the NumFOCUS organization that supports open-source scientific computing projects.
E1302204 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: Jarrod Millman | Statement: [NumFOCUS, foundedBy, Jarrod Millman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Jarrod Millman
Context triple: [NumFOCUS, foundedBy, Jarrod Millman]
  • A. Aaron Johnson
    Aaron Johnson is a musician best known for his past role as a member of the indie rock band Okkervil River.
  • B. Aaron Johnson
    Aaron Johnson is an English actor known for roles in films such as "Kick-Ass," "Nowhere Boy," and "Albert Nobbs."
  • C. Ryan Kwanten
    Ryan Kwanten is an Australian actor best known for playing Jason Stackhouse on the HBO vampire drama series "True Blood."
  • D. Nathan Walker
    Nathan Walker is an Australian professional ice hockey forward known for being the first Australian to play in the NHL.
  • E. Darren Gilshenan
    Darren Gilshenan is an Australian actor and comedian known for his work in television, film, and theatre, particularly in character and comic roles.
  • 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: Jarrod Millman
Triple: [NumFOCUS, foundedBy, Jarrod Millman]
Generated description
Jarrod Millman is a software engineer and open-source advocate known for his leadership in the scientific Python ecosystem and for co-founding the NumFOCUS organization that supports open-source scientific computing projects.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Jarrod Millman
Target entity description: Jarrod Millman is a software engineer and open-source advocate known for his leadership in the scientific Python ecosystem and for co-founding the NumFOCUS organization that supports open-source scientific computing projects.
  • A. Aaron Johnson
    Aaron Johnson is a musician best known for his past role as a member of the indie rock band Okkervil River.
  • B. Aaron Johnson
    Aaron Johnson is an English actor known for roles in films such as "Kick-Ass," "Nowhere Boy," and "Albert Nobbs."
  • C. Ryan Kwanten
    Ryan Kwanten is an Australian actor best known for playing Jason Stackhouse on the HBO vampire drama series "True Blood."
  • D. Nathan Walker
    Nathan Walker is an Australian professional ice hockey forward known for being the first Australian to play in the NHL.
  • E. Darren Gilshenan
    Darren Gilshenan is an Australian actor and comedian known for his work in television, film, and theatre, particularly in character and comic roles.
  • 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b523f588819097389e067dda7f23 completed April 19, 2026, 10:57 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0349a8beec8190ac2e79aa3bce7966 completed May 12, 2026, 3:39 p.m.
NEDg Description generation batch_6a034ad3e128819081b4628a759fe941 completed May 12, 2026, 3:44 p.m.
NED2 Entity disambiguation (via description) batch_6a034b543be08190abe8e8872c834c2b completed May 12, 2026, 3:46 p.m.
Created at: April 10, 2026, 10:24 a.m.