Triple

T2899299
Position Surface form Disambiguated ID Type / Status
Subject Marc Norman E62616 entity
Predicate notableWork P4 FINISHED
Object What Happens Next: A History of American Screenwriting
"What Happens Next: A History of American Screenwriting" is a nonfiction book by screenwriter Marc Norman that traces the evolution, craft, and cultural impact of screenwriting in the American film industry.
E307831 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: What Happens Next: A History of American Screenwriting | Statement: [Marc Norman, notableWork, What Happens Next: A History of American Screenwriting]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: What Happens Next: A History of American Screenwriting
Context triple: [Marc Norman, notableWork, What Happens Next: A History of American Screenwriting]
  • A. The Heart of Screenland
    The Heart of Screenland is the official motto of Culver City, California, reflecting its historic role as a major center of film and television production.
  • B. On Writing: A Memoir of the Craft
    On Writing: A Memoir of the Craft is Stephen King’s part-memoir, part-writing guide that blends personal anecdotes with practical advice on the art and discipline of writing.
  • C. The Film Sense
    The Film Sense is a seminal theoretical work by Soviet filmmaker Sergei Eisenstein that explores the principles of film montage and cinematic expression.
  • D. New Hollywood
    New Hollywood was a transformative era in American cinema, roughly from the late 1960s to early 1980s, when a new generation of directors introduced more experimental, auteur-driven, and socially conscious films that broke from traditional studio formulas.
  • E. Making Movies
    Making Movies is a widely respected memoir and craft-focused book in which acclaimed film director Sidney Lumet explains his practical approach to filmmaking.
  • 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: What Happens Next: A History of American Screenwriting
Triple: [Marc Norman, notableWork, What Happens Next: A History of American Screenwriting]
Generated description
"What Happens Next: A History of American Screenwriting" is a nonfiction book by screenwriter Marc Norman that traces the evolution, craft, and cultural impact of screenwriting in the American film industry.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: What Happens Next: A History of American Screenwriting
Target entity description: "What Happens Next: A History of American Screenwriting" is a nonfiction book by screenwriter Marc Norman that traces the evolution, craft, and cultural impact of screenwriting in the American film industry.
  • A. The Heart of Screenland
    The Heart of Screenland is the official motto of Culver City, California, reflecting its historic role as a major center of film and television production.
  • B. On Writing: A Memoir of the Craft
    On Writing: A Memoir of the Craft is Stephen King’s part-memoir, part-writing guide that blends personal anecdotes with practical advice on the art and discipline of writing.
  • C. The Film Sense
    The Film Sense is a seminal theoretical work by Soviet filmmaker Sergei Eisenstein that explores the principles of film montage and cinematic expression.
  • D. New Hollywood
    New Hollywood was a transformative era in American cinema, roughly from the late 1960s to early 1980s, when a new generation of directors introduced more experimental, auteur-driven, and socially conscious films that broke from traditional studio formulas.
  • E. Making Movies
    Making Movies is a widely respected memoir and craft-focused book in which acclaimed film director Sidney Lumet explains his practical approach to filmmaking.
  • 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_69ab4c3e070c8190b78d3d2c005876dd completed March 6, 2026, 9:50 p.m.
NER Named-entity recognition batch_69abe0ad7bbc8190822738baa6935b74 completed March 7, 2026, 8:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69b0318c544881909f6aabfb2d25e724 completed March 10, 2026, 2:58 p.m.
NEDg Description generation batch_69b038fdc7e881909dd0b6fd4f692e4a completed March 10, 2026, 3:30 p.m.
NED2 Entity disambiguation (via description) batch_69b03bca591c81908b3734cc8f2e712b completed March 10, 2026, 3:42 p.m.
Created at: March 6, 2026, 10:10 p.m.