Triple
T5342549
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Hulk (2003 film) |
E123976
|
entity |
| Predicate | screenwriter |
P2831
|
FINISHED |
| Object |
John Turman
John Turman is an American screenwriter best known for his work on superhero and science fiction films, including contributions to Marvel-related projects.
|
E512520
|
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 Turman | Statement: [Hulk (2003 film), screenwriter, John Turman]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: John Turman Context triple: [Hulk (2003 film), screenwriter, John Turman]
-
A.
Delbert Grady
Delbert Grady is a ghostly former caretaker of the Overlook Hotel in Stephen King’s horror story "The Shining," known for having murdered his family and eerily influencing Jack Torrance.
-
B.
Bob Hilliard
Bob Hilliard was an American lyricist known for writing popular songs for films and Broadway during the mid-20th century.
-
C.
Forrest Tucker
Forrest Tucker was an American actor best known for his roles in Westerns and classic films and later for his television work, including the sitcom "F Troop."
-
D.
H. W. Plainview
H. W. Plainview is the adopted son of oilman Daniel Plainview in the film "There Will Be Blood," whose gradual estrangement from his father reflects the human cost of Daniel’s ruthless ambition.
-
E.
Leo Proudhammer
Leo Proudhammer is the introspective African American actor and narrator at the center of James Baldwin’s novel "Tell Me How Long the Train’s Been Gone," through whom themes of race, sexuality, and artistic identity are explored.
- 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 Turman Triple: [Hulk (2003 film), screenwriter, John Turman]
Generated description
John Turman is an American screenwriter best known for his work on superhero and science fiction films, including contributions to Marvel-related projects.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: John Turman Target entity description: John Turman is an American screenwriter best known for his work on superhero and science fiction films, including contributions to Marvel-related projects.
-
A.
Delbert Grady
Delbert Grady is a ghostly former caretaker of the Overlook Hotel in Stephen King’s horror story "The Shining," known for having murdered his family and eerily influencing Jack Torrance.
-
B.
Bob Hilliard
Bob Hilliard was an American lyricist known for writing popular songs for films and Broadway during the mid-20th century.
-
C.
Forrest Tucker
Forrest Tucker was an American actor best known for his roles in Westerns and classic films and later for his television work, including the sitcom "F Troop."
-
D.
H. W. Plainview
H. W. Plainview is the adopted son of oilman Daniel Plainview in the film "There Will Be Blood," whose gradual estrangement from his father reflects the human cost of Daniel’s ruthless ambition.
-
E.
Leo Proudhammer
Leo Proudhammer is the introspective African American actor and narrator at the center of James Baldwin’s novel "Tell Me How Long the Train’s Been Gone," through whom themes of race, sexuality, and artistic identity are explored.
- 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_69bd464b07f8819095aa76577c9829e4 |
completed | March 20, 2026, 1:06 p.m. |
| NER | Named-entity recognition | batch_69bd85cc5a9881909e23bf9c5b697a8e |
completed | March 20, 2026, 5:37 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69bf18cc387c8190a9fe430fe5bb38ce |
completed | March 21, 2026, 10:16 p.m. |
| NEDg | Description generation | batch_69bf1a5440d8819094a6da0282408b7b |
completed | March 21, 2026, 10:23 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69bf1abe1ea88190b681eb18bfa361d7 |
completed | March 21, 2026, 10:25 p.m. |
Created at: March 20, 2026, 2:01 p.m.