Triple
T21619540
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Piranha 3D |
E533539
|
entity |
| Predicate | producer |
P490
|
FINISHED |
| Object |
Marc Toberoff
Marc Toberoff is an American entertainment attorney and film producer known for his work on genre films and high-profile intellectual property cases in Hollywood.
|
E1503736
|
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: Marc Toberoff | Statement: [Piranha 3D, producer, Marc Toberoff]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Marc Toberoff Context triple: [Piranha 3D, producer, Marc Toberoff]
-
A.
Max Braverman
Max Braverman is a character from the television series "Parenthood," known as Adam and Kristina Braverman’s son who is diagnosed with Asperger’s syndrome.
-
B.
Mel Schacher
Mel Schacher is an American bassist best known as the founding bass player for the hard rock band Grand Funk Railroad.
-
C.
Sam Levene
Sam Levene was a prominent American stage and film actor best known for his comic and character roles in mid-20th-century Broadway productions and Hollywood movies.
-
D.
Lou Breslow
Lou Breslow was an American screenwriter and director best known for his work on Hollywood comedies from the 1930s through the 1950s.
-
E.
Benjamin Stoloff
Benjamin Stoloff was an American film director active during the early to mid-20th century, known for his work on comedies and genre films in Hollywood.
- 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: Marc Toberoff Triple: [Piranha 3D, producer, Marc Toberoff]
Generated description
Marc Toberoff is an American entertainment attorney and film producer known for his work on genre films and high-profile intellectual property cases in Hollywood.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Marc Toberoff Target entity description: Marc Toberoff is an American entertainment attorney and film producer known for his work on genre films and high-profile intellectual property cases in Hollywood.
-
A.
Max Braverman
Max Braverman is a character from the television series "Parenthood," known as Adam and Kristina Braverman’s son who is diagnosed with Asperger’s syndrome.
-
B.
Mel Schacher
Mel Schacher is an American bassist best known as the founding bass player for the hard rock band Grand Funk Railroad.
-
C.
Sam Levene
Sam Levene was a prominent American stage and film actor best known for his comic and character roles in mid-20th-century Broadway productions and Hollywood movies.
-
D.
Lou Breslow
Lou Breslow was an American screenwriter and director best known for his work on Hollywood comedies from the 1930s through the 1950s.
-
E.
Benjamin Stoloff
Benjamin Stoloff was an American film director active during the early to mid-20th century, known for his work on comedies and genre films in Hollywood.
- 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_69e0c464fba881908d0ff2ac80511ce1 |
completed | April 16, 2026, 11:13 a.m. |
| NER | Named-entity recognition | batch_69ef3bad094c8190879d4aef7988254a |
completed | April 27, 2026, 10:34 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a0a45cd9a30819098e2e4ef75dfdb72 |
completed | May 17, 2026, 10:48 p.m. |
| NEDg | Description generation | batch_6a0a47a0bd188190b6117cadf12c9ade |
completed | May 17, 2026, 10:56 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a0a480539b4819097630614b857d7d3 |
completed | May 17, 2026, 10:58 p.m. |
Created at: April 16, 2026, 6:34 p.m.