Triple
T2461590
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Paper Towns |
E54545
|
entity |
| Predicate | screenwriter |
P2831
|
FINISHED |
| Object |
Scott Neustadter
Scott Neustadter is an American screenwriter best known for co-writing films such as "(500) Days of Summer," "The Fault in Our Stars," and other adaptations of popular novels.
|
E268537
|
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: Scott Neustadter | Statement: [Paper Towns, screenwriter, Scott Neustadter]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Scott Neustadter Context triple: [Paper Towns, screenwriter, Scott Neustadter]
-
A.
Brian Yorkey
Brian Yorkey is an American playwright, lyricist, and screenwriter best known for co-creating the Pulitzer Prize–winning musical "Next to Normal."
-
B.
Danny Strong
Danny Strong is an American actor, screenwriter, and producer known for his work on acclaimed projects such as the TV series Empire and the films Recount and Game Change.
-
C.
Benj Pasek
Benj Pasek is a Tony- and Oscar-winning American lyricist and composer best known as half of the songwriting duo Pasek and Paul, creators of hit musicals like Dear Evan Hansen and songs for films such as La La Land and The Greatest Showman.
-
D.
Stephen Chbosky
Stephen Chbosky is an American novelist, screenwriter, and director best known for creating "The Perks of Being a Wallflower" and directing several major film adaptations.
-
E.
Christopher L. Yost
Christopher L. Yost is an American screenwriter and comic book writer known for his work on Marvel films and animated series, including co-writing the screenplay for Thor: Ragnarok.
- 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: Scott Neustadter Triple: [Paper Towns, screenwriter, Scott Neustadter]
Generated description
Scott Neustadter is an American screenwriter best known for co-writing films such as "(500) Days of Summer," "The Fault in Our Stars," and other adaptations of popular novels.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Scott Neustadter Target entity description: Scott Neustadter is an American screenwriter best known for co-writing films such as "(500) Days of Summer," "The Fault in Our Stars," and other adaptations of popular novels.
-
A.
Brian Yorkey
Brian Yorkey is an American playwright, lyricist, and screenwriter best known for co-creating the Pulitzer Prize–winning musical "Next to Normal."
-
B.
Danny Strong
Danny Strong is an American actor, screenwriter, and producer known for his work on acclaimed projects such as the TV series Empire and the films Recount and Game Change.
-
C.
Benj Pasek
Benj Pasek is a Tony- and Oscar-winning American lyricist and composer best known as half of the songwriting duo Pasek and Paul, creators of hit musicals like Dear Evan Hansen and songs for films such as La La Land and The Greatest Showman.
-
D.
Stephen Chbosky
Stephen Chbosky is an American novelist, screenwriter, and director best known for creating "The Perks of Being a Wallflower" and directing several major film adaptations.
-
E.
Christopher L. Yost
Christopher L. Yost is an American screenwriter and comic book writer known for his work on Marvel films and animated series, including co-writing the screenplay for Thor: Ragnarok.
- 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_69ab49dee84c819096b50a0049c347ac |
completed | March 6, 2026, 9:40 p.m. |
| NER | Named-entity recognition | batch_69abd11c47408190b10c7f6a151f2db2 |
completed | March 7, 2026, 7:17 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69aef0d2b2748190b12611863d8bf4ad |
completed | March 9, 2026, 4:09 p.m. |
| NEDg | Description generation | batch_69aef3f1fb9481909748308457e6e3df |
completed | March 9, 2026, 4:23 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69aef8398fd08190821e9503c01af80a |
completed | March 9, 2026, 4:41 p.m. |
Created at: March 6, 2026, 9:44 p.m.