Triple

T2124964
Position Surface form Disambiguated ID Type / Status
Subject Elemental E46403 entity
Predicate screenwriter P2831 FINISHED
Object John Hoberg
John Hoberg is an American television and film writer known for his work on animated and live-action projects, including co-writing the Pixar film "Elemental."
 E320677 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: John Hoberg | Statement: [Elemental, screenwriter, John Hoberg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: John Hoberg
Context triple: [Elemental, screenwriter, John Hoberg]
  • A. Greg Beeman
    Greg Beeman is an American television director and producer known for his work on genre series such as "Falling Skies," "Heroes," and "Smallville."
  • B. Adam Bohling
    Adam Bohling is a British film producer known for his work on high-profile action and genre films, including the Kingsman series.
  • C. Chris Stolte
    Chris Stolte is a computer scientist and entrepreneur best known as a co-founder and former chief development officer of the data visualization company Tableau Software.
  • D. Shawn Horcoff
    Shawn Horcoff is a former NHL center, best known for his long tenure with the Edmonton Oilers, who transitioned into hockey management after retiring as a player.
  • E. Bryan Devendorf
    Bryan Devendorf is an American drummer best known as a founding member and rhythmic backbone of the indie rock band The National.
  • 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: John Hoberg
Triple: [Elemental, screenwriter, John Hoberg]
Generated description
John Hoberg is an American television and film writer known for his work on animated and live-action projects, including co-writing the Pixar film "Elemental."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: John Hoberg
Target entity description: John Hoberg is an American television and film writer known for his work on animated and live-action projects, including co-writing the Pixar film "Elemental."
  • A. Greg Beeman
    Greg Beeman is an American television director and producer known for his work on genre series such as "Falling Skies," "Heroes," and "Smallville."
  • B. Adam Bohling
    Adam Bohling is a British film producer known for his work on high-profile action and genre films, including the Kingsman series.
  • C. Chris Stolte
    Chris Stolte is a computer scientist and entrepreneur best known as a co-founder and former chief development officer of the data visualization company Tableau Software.
  • D. Shawn Horcoff
    Shawn Horcoff is a former NHL center, best known for his long tenure with the Edmonton Oilers, who transitioned into hockey management after retiring as a player.
  • E. Bryan Devendorf
    Bryan Devendorf is an American drummer best known as a founding member and rhythmic backbone of the indie rock band The National.
  • 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_69a88a1626548190ae59a5028c3baa8e completed March 4, 2026, 7:37 p.m.
NER Named-entity recognition batch_69abbb57bc6881909f04a407beff33a6 completed March 7, 2026, 5:44 a.m.
NED1 Entity disambiguation (via context triple) batch_69b1de6f85f88190905882d24cc51c2d completed March 11, 2026, 9:28 p.m.
NEDg Description generation batch_69b1e2ae29a08190bb9d3ec43ad9d982 completed March 11, 2026, 9:46 p.m.
NED2 Entity disambiguation (via description) batch_69b1e32f85e08190b6355ab4681b11e8 completed March 11, 2026, 9:48 p.m.
Created at: March 4, 2026, 7:44 p.m.