Triple
T3621432
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Stranger Than Fiction |
E76735
|
entity |
| Predicate | writer |
P1360
|
FINISHED |
| Object |
Zach Helm
Zach Helm is an American screenwriter, director, and producer best known for writing the metafictional film "Stranger Than Fiction."
|
E375230
|
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: Zach Helm | Statement: [Stranger Than Fiction, writer, Zach Helm]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Zach Helm Context triple: [Stranger Than Fiction, writer, Zach Helm]
-
A.
Jon Hurwitz
Jon Hurwitz is an American screenwriter, producer, and director best known as the co-creator of the Harold & Kumar film series and the Netflix series Cobra Kai.
-
B.
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.
-
C.
James DeMonaco
James DeMonaco is an American filmmaker and screenwriter best known for creating and writing the dystopian horror franchise "The Purge."
-
D.
Mark Fergus
Mark Fergus is an American screenwriter and filmmaker best known for co-writing acclaimed films such as "Children of Men" and "Iron Man."
-
E.
Chris McKenna
Chris McKenna is an American screenwriter and producer known for his work on films like the Marvel Cinematic Universe’s Spider-Man series and TV shows such as Community.
- 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: Zach Helm Triple: [Stranger Than Fiction, writer, Zach Helm]
Generated description
Zach Helm is an American screenwriter, director, and producer best known for writing the metafictional film "Stranger Than Fiction."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Zach Helm Target entity description: Zach Helm is an American screenwriter, director, and producer best known for writing the metafictional film "Stranger Than Fiction."
-
A.
Jon Hurwitz
Jon Hurwitz is an American screenwriter, producer, and director best known as the co-creator of the Harold & Kumar film series and the Netflix series Cobra Kai.
-
B.
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.
-
C.
James DeMonaco
James DeMonaco is an American filmmaker and screenwriter best known for creating and writing the dystopian horror franchise "The Purge."
-
D.
Mark Fergus
Mark Fergus is an American screenwriter and filmmaker best known for co-writing acclaimed films such as "Children of Men" and "Iron Man."
-
E.
Chris McKenna
Chris McKenna is an American screenwriter and producer known for his work on films like the Marvel Cinematic Universe’s Spider-Man series and TV shows such as Community.
- 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_69adc2b9aa608190a680b250ecf63156 |
completed | March 8, 2026, 6:40 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b44f0e8d1c8190ae1728d07d5a9e87 |
completed | March 13, 2026, 5:53 p.m. |
| NEDg | Description generation | batch_69b452bcaec08190bd01e54d4b5acf3b |
completed | March 13, 2026, 6:09 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b45b4c86e08190bc571a13696c9078 |
completed | March 13, 2026, 6:45 p.m. |
Created at: March 8, 2026, 3:23 p.m.