Triple

T12358338
Position Surface form Disambiguated ID Type / Status
Subject Jon Hurwitz E294667 entity
Predicate hasCollaborator P10645 FINISHED
Object Josh Heald
Josh Heald is an American screenwriter, producer, and director best known as a co-creator of the television series "Cobra Kai."
E1007261 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: Josh Heald | Statement: [Jon Hurwitz, hasCollaborator, Josh Heald]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Josh Heald
Context triple: [Jon Hurwitz, hasCollaborator, Josh Heald]
  • A. James Heath
    James Heath is a relatively common personal name shared by multiple individuals across various professions, including politics, sports, and the arts.
  • B. Jason Hehir
    Jason Hehir is an American documentary filmmaker best known for directing high-profile sports documentaries, including the acclaimed Michael Jordan and Chicago Bulls series "The Last Dance."
  • C. Eric McLeod
    Eric McLeod is a film producer known for his work on major Hollywood action and genre movies, including the monster crossover blockbuster "Godzilla vs. Kong."
  • D. Matt Squire
    Matt Squire is an American record producer and songwriter known for his work with prominent pop-punk, rock, and pop artists such as Panic! at the Disco, All Time Low, and Ariana Grande.
  • E. Josh Heird
    Josh Heird is a collegiate athletics administrator who serves as the athletic director overseeing the University of Louisville’s sports programs.
  • 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: Josh Heald
Triple: [Jon Hurwitz, hasCollaborator, Josh Heald]
Generated description
Josh Heald is an American screenwriter, producer, and director best known as a co-creator of the television series "Cobra Kai."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Josh Heald
Target entity description: Josh Heald is an American screenwriter, producer, and director best known as a co-creator of the television series "Cobra Kai."
  • A. James Heath
    James Heath is a relatively common personal name shared by multiple individuals across various professions, including politics, sports, and the arts.
  • B. Jason Hehir
    Jason Hehir is an American documentary filmmaker best known for directing high-profile sports documentaries, including the acclaimed Michael Jordan and Chicago Bulls series "The Last Dance."
  • C. Eric McLeod
    Eric McLeod is a film producer known for his work on major Hollywood action and genre movies, including the monster crossover blockbuster "Godzilla vs. Kong."
  • D. Matt Squire
    Matt Squire is an American record producer and songwriter known for his work with prominent pop-punk, rock, and pop artists such as Panic! at the Disco, All Time Low, and Ariana Grande.
  • E. Josh Heird
    Josh Heird is a collegiate athletics administrator who serves as the athletic director overseeing the University of Louisville’s sports programs.
  • 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_69d6ab6d8a4081908636601e69ddf262 completed April 8, 2026, 7:24 p.m.
NER Named-entity recognition batch_69d93f8e64dc81908c2242c68cd1b86e completed April 10, 2026, 6:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69f69b7e7454819099d89db93d0fc1ea completed May 3, 2026, 12:49 a.m.
NEDg Description generation batch_69f69c46a6208190a113aefbce1bbaac completed May 3, 2026, 12:52 a.m.
NED2 Entity disambiguation (via description) batch_69f69cead6d881909765424b5391a613 completed May 3, 2026, 12:55 a.m.
Created at: April 8, 2026, 9:54 p.m.