Triple

T16228981
Position Surface form Disambiguated ID Type / Status
Subject The Substitute E393929 entity
Predicate screenwriter P2831 FINISHED
Object Roy Frumkes
Roy Frumkes is an American filmmaker, writer, and educator best known for his work in cult and genre cinema, including screenwriting and producing independent horror and action films.
 E1325243 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: Roy Frumkes | Statement: [The Substitute, screenwriter, Roy Frumkes]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Roy Frumkes
Context triple: [The Substitute, screenwriter, Roy Frumkes]
  • A. Frank Bracht
    Frank Bracht was an American film editor known for his work on mid-20th-century Hollywood productions, including the biographical drama "Harlow" (1965).
  • B. Frank Hagen
    Frank Hagen is one of the sons of Tom Hagen, the fictional consigliere to the Corleone family in Mario Puzo’s "The Godfather" universe.
  • C. Frank Griebe
    Frank Griebe is a German cinematographer known for his visually distinctive work on films such as "Cloud Atlas" and his frequent collaborations with director Tom Tykwer.
  • D. George Boemler
    George Boemler was a film editor known for his work on classic Hollywood productions, including the musical comedy "High Society."
  • E. Fred Schuler
    Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
  • 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: Roy Frumkes
Triple: [The Substitute, screenwriter, Roy Frumkes]
Generated description
Roy Frumkes is an American filmmaker, writer, and educator best known for his work in cult and genre cinema, including screenwriting and producing independent horror and action films.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Roy Frumkes
Target entity description: Roy Frumkes is an American filmmaker, writer, and educator best known for his work in cult and genre cinema, including screenwriting and producing independent horror and action films.
  • A. Frank Bracht
    Frank Bracht was an American film editor known for his work on mid-20th-century Hollywood productions, including the biographical drama "Harlow" (1965).
  • B. Frank Hagen
    Frank Hagen is one of the sons of Tom Hagen, the fictional consigliere to the Corleone family in Mario Puzo’s "The Godfather" universe.
  • C. Frank Griebe
    Frank Griebe is a German cinematographer known for his visually distinctive work on films such as "Cloud Atlas" and his frequent collaborations with director Tom Tykwer.
  • D. George Boemler
    George Boemler was a film editor known for his work on classic Hollywood productions, including the musical comedy "High Society."
  • E. Fred Schuler
    Fred Schuler is a cinematographer best known for his work on films such as the 1980 comedy "Stir Crazy."
  • 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_69d87f204df88190a8f88923decf9835 completed April 10, 2026, 4:40 a.m.
NER Named-entity recognition batch_69e23d2889688190ac04e4e9479cabf4 completed April 17, 2026, 2:01 p.m.
NED1 Entity disambiguation (via context triple) batch_6a040fc34f4c8190a1ae536e544b2543 completed May 13, 2026, 5:44 a.m.
NEDg Description generation batch_6a04123430308190af22a11b2151c8b8 completed May 13, 2026, 5:55 a.m.
NED2 Entity disambiguation (via description) batch_6a04131eb4988190af4024bfcad648bc completed May 13, 2026, 5:58 a.m.
Created at: April 10, 2026, 5:03 a.m.