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.