Triple

T22433964
Position Surface form Disambiguated ID Type / Status
Subject Flirting with Disaster E554568 entity
Predicate producer P490 FINISHED
Object Dean Silvers
Dean Silvers is an American film producer and entertainment lawyer known for his work on acclaimed independent films.
E1536932 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: Dean Silvers | Statement: [Flirting with Disaster, producer, Dean Silvers]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Dean Silvers
Context triple: [Flirting with Disaster, producer, Dean Silvers]
  • A. Dean Stanton
    Dean Stanton is a compassionate and soft-spoken prison guard in Stephen King’s novel *The Green Mile*, known for his humane treatment of death row inmates at Cold Mountain Penitentiary.
  • B. Martin Milmore
    Martin Milmore was a 19th-century Irish-born American sculptor best known for his prominent public monuments and memorials in Boston.
  • C. Joe Silver
    Joe Silver was a Canadian character actor known for his work in film, television, and stage, often appearing in genre and cult productions.
  • D. Dean Lorey
    Dean Lorey is an American screenwriter, producer, and novelist known for his work on television comedies and animated series, including co-creating the adult animated show "Harley Quinn."
  • E. John Bridger
    John Bridger is a veteran safecracker and mentor figure in the 2003 heist film "The Italian Job," known for planning intricate robberies and leading a close-knit crew.
  • 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: Dean Silvers
Triple: [Flirting with Disaster, producer, Dean Silvers]
Generated description
Dean Silvers is an American film producer and entertainment lawyer known for his work on acclaimed independent films.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Dean Silvers
Target entity description: Dean Silvers is an American film producer and entertainment lawyer known for his work on acclaimed independent films.
  • A. Dean Stanton
    Dean Stanton is a compassionate and soft-spoken prison guard in Stephen King’s novel *The Green Mile*, known for his humane treatment of death row inmates at Cold Mountain Penitentiary.
  • B. Martin Milmore
    Martin Milmore was a 19th-century Irish-born American sculptor best known for his prominent public monuments and memorials in Boston.
  • C. Joe Silver
    Joe Silver was a Canadian character actor known for his work in film, television, and stage, often appearing in genre and cult productions.
  • D. Dean Lorey
    Dean Lorey is an American screenwriter, producer, and novelist known for his work on television comedies and animated series, including co-creating the adult animated show "Harley Quinn."
  • E. John Bridger
    John Bridger is a veteran safecracker and mentor figure in the 2003 heist film "The Italian Job," known for planning intricate robberies and leading a close-knit crew.
  • 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_69e11e5010e48190ae1e9c9db9697637 completed April 16, 2026, 5:37 p.m.
NER Named-entity recognition batch_69f15adce9688190992ad0ca15883931 completed April 29, 2026, 1:11 a.m.
NED1 Entity disambiguation (via context triple) batch_6a0b0c6ba6c48190961dd15f495f98c0 completed May 18, 2026, 12:56 p.m.
NEDg Description generation batch_6a0b0d3a0040819088ecd28b64478e3f completed May 18, 2026, 12:59 p.m.
NED2 Entity disambiguation (via description) batch_6a0b0dd04094819095653ada8483ba77 completed May 18, 2026, 1:02 p.m.
Created at: April 16, 2026, 8:47 p.m.