Triple

T3621530
Position Surface form Disambiguated ID Type / Status
Subject Zoolander E76737 entity
Predicate screenwriter P2831 FINISHED
Object John Hamburg
John Hamburg is an American screenwriter and director best known for his work on hit comedy films such as "Meet the Parents," "Along Came Polly," and "I Love You, Man."
E420254 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 Hamburg | Statement: [Zoolander, screenwriter, John Hamburg]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Hamburg
Context triple: [Zoolander, screenwriter, John Hamburg]
  • A. Ron Clements
    Ron Clements is an American film director, screenwriter, and producer best known for co-directing several acclaimed Disney animated features, including The Little Mermaid, Aladdin, and Moana.
  • B. Byron Howard
    Byron Howard is an American film director, animator, and storyboard artist best known for co-directing acclaimed Walt Disney Animation Studios films such as Tangled, Zootopia, and Encanto.
  • C. Kyle Balda
    Kyle Balda is an American animator and film director best known for his work on major animated features at Illumination Entertainment, including co-directing films such as The Lorax and Minions.
  • D. Pete Docter
    Pete Docter is an American animator, director, and screenwriter best known for creating and directing acclaimed Pixar films such as Monsters, Inc., Up, Inside Out, and Soul.
  • E. Andrew Stanton
    Andrew Stanton is an American filmmaker and animator best known as a key creative force at Pixar, where he wrote and directed acclaimed films such as Finding Nemo and WALL·E.
  • 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 Hamburg
Triple: [Zoolander, screenwriter, John Hamburg]
Generated description
John Hamburg is an American screenwriter and director best known for his work on hit comedy films such as "Meet the Parents," "Along Came Polly," and "I Love You, Man."
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Hamburg
Target entity description: John Hamburg is an American screenwriter and director best known for his work on hit comedy films such as "Meet the Parents," "Along Came Polly," and "I Love You, Man."
  • A. Ron Clements
    Ron Clements is an American film director, screenwriter, and producer best known for co-directing several acclaimed Disney animated features, including The Little Mermaid, Aladdin, and Moana.
  • B. Byron Howard
    Byron Howard is an American film director, animator, and storyboard artist best known for co-directing acclaimed Walt Disney Animation Studios films such as Tangled, Zootopia, and Encanto.
  • C. Kyle Balda
    Kyle Balda is an American animator and film director best known for his work on major animated features at Illumination Entertainment, including co-directing films such as The Lorax and Minions.
  • D. Pete Docter
    Pete Docter is an American animator, director, and screenwriter best known for creating and directing acclaimed Pixar films such as Monsters, Inc., Up, Inside Out, and Soul.
  • E. Andrew Stanton
    Andrew Stanton is an American filmmaker and animator best known as a key creative force at Pixar, where he wrote and directed acclaimed films such as Finding Nemo and WALL·E.
  • 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_69ad85dae2fc81908d1ceadbc6af0089 completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc2bb12cc8190bd67597cf3b66a3a completed March 8, 2026, 6:40 p.m.
NED1 Entity disambiguation (via context triple) batch_69b589b716648190aeaead138203cbf9 completed March 14, 2026, 4:15 p.m.
NEDg Description generation batch_69b58a9497b88190a46afd8b1996fed9 completed March 14, 2026, 4:19 p.m.
NED2 Entity disambiguation (via description) batch_69b58b26e4208190b4ec30a3b635194b completed March 14, 2026, 4:21 p.m.
Created at: March 8, 2026, 3:23 p.m.