Triple
T1108478
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | The Dark Knight |
E25539
|
entity |
| Predicate | storyBy |
P1955
|
FINISHED |
| Object |
David S. Goyer
David S. Goyer is an American screenwriter, director, and producer best known for his work on major superhero films such as Christopher Nolan’s Batman trilogy and the Blade series.
|
E145600
|
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: David S. Goyer | Statement: [The Dark Knight, storyBy, David S. Goyer]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: David S. Goyer Context triple: [The Dark Knight, storyBy, David S. Goyer]
-
A.
Steven S. DeKnight
Steven S. DeKnight is an American writer, producer, and director best known for his work on genre television series like Spartacus and Marvel's Daredevil, as well as his feature film directing.
-
B.
Roberto Orci
Roberto Orci is a Mexican-American screenwriter and producer best known for co-writing and producing major science fiction and action franchises such as the rebooted Star Trek films and the Transformers series.
-
C.
Paul Darrow
Paul Darrow was the son of famed American lawyer Clarence Darrow and a businessman who managed many of his father's financial affairs.
-
D.
Shane Black
Shane Black is an American screenwriter, director, and actor best known for writing the original Lethal Weapon and directing films such as Kiss Kiss Bang Bang and Iron Man 3.
-
E.
David Frankel
David Frankel is an American film and television director best known for helming popular works such as "The Devil Wears Prada" and episodes of "Sex and the City."
- 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: David S. Goyer Triple: [The Dark Knight, storyBy, David S. Goyer]
Generated description
David S. Goyer is an American screenwriter, director, and producer best known for his work on major superhero films such as Christopher Nolan’s Batman trilogy and the Blade series.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: David S. Goyer Target entity description: David S. Goyer is an American screenwriter, director, and producer best known for his work on major superhero films such as Christopher Nolan’s Batman trilogy and the Blade series.
-
A.
Steven S. DeKnight
Steven S. DeKnight is an American writer, producer, and director best known for his work on genre television series like Spartacus and Marvel's Daredevil, as well as his feature film directing.
-
B.
Roberto Orci
Roberto Orci is a Mexican-American screenwriter and producer best known for co-writing and producing major science fiction and action franchises such as the rebooted Star Trek films and the Transformers series.
-
C.
Paul Darrow
Paul Darrow was the son of famed American lawyer Clarence Darrow and a businessman who managed many of his father's financial affairs.
-
D.
Shane Black
Shane Black is an American screenwriter, director, and actor best known for writing the original Lethal Weapon and directing films such as Kiss Kiss Bang Bang and Iron Man 3.
-
E.
David Frankel
David Frankel is an American film and television director best known for helming popular works such as "The Devil Wears Prada" and episodes of "Sex and the City."
- 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_69a49428d4448190b3b36991ceae87ce |
completed | March 1, 2026, 7:31 p.m. |
| NER | Named-entity recognition | batch_69a4b9e6134481909f348986a25f65c6 |
completed | March 1, 2026, 10:12 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ac9971114c81909769b3ad78b95189 |
completed | March 7, 2026, 9:32 p.m. |
| NEDg | Description generation | batch_69ac9df823208190ae27a659ac283e2a |
completed | March 7, 2026, 9:51 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ac9e4788d08190b2a6f34bbf9f2671 |
completed | March 7, 2026, 9:53 p.m. |
Created at: March 1, 2026, 7:43 p.m.