Triple

T13076278
Position Surface form Disambiguated ID Type / Status
Subject Joe Eszterhas E329583 entity
Predicate notableWork P4 FINISHED
Object The Devil’s Guide to Hollywood
The Devil’s Guide to Hollywood is a darkly comic, insider nonfiction book that skewers the film industry while offering blunt advice on screenwriting and surviving in Hollywood.
E1019398 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: The Devil’s Guide to Hollywood | Statement: [Joe Eszterhas, notableWork, The Devil’s Guide to Hollywood]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Devil’s Guide to Hollywood
Context triple: [Joe Eszterhas, notableWork, The Devil’s Guide to Hollywood]
  • A. The Devil Is a Busy Man
    The Devil Is a Busy Man is a short story by David Foster Wallace, included in his collection "Brief Interviews with Hideous Men."
  • B. Hollywood Liar
    "Hollywood Liar" is a song featured on the album *Inside Story*, likely characterized by themes of deception and the darker side of fame.
  • C. Hollywood Dirt
    "Hollywood Dirt" is a romantic drama film produced and directed by Tosca Musk, adapted from Alessandra Torre’s bestselling novel about a small-town girl and a Hollywood star whose worlds collide during a movie shoot in rural Georgia.
  • D. There Really Was a Hollywood
    "There Really Was a Hollywood" is a memoir by actress Janet Leigh recounting her experiences and insights from the classic Hollywood era.
  • E. The Devil Finds Work
    The Devil Finds Work is a 1976 book-length essay by James Baldwin that blends memoir, film criticism, and social commentary to examine race, representation, and American cinema.
  • 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: The Devil’s Guide to Hollywood
Triple: [Joe Eszterhas, notableWork, The Devil’s Guide to Hollywood]
Generated description
The Devil’s Guide to Hollywood is a darkly comic, insider nonfiction book that skewers the film industry while offering blunt advice on screenwriting and surviving in Hollywood.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Devil’s Guide to Hollywood
Target entity description: The Devil’s Guide to Hollywood is a darkly comic, insider nonfiction book that skewers the film industry while offering blunt advice on screenwriting and surviving in Hollywood.
  • A. The Devil Is a Busy Man
    The Devil Is a Busy Man is a short story by David Foster Wallace, included in his collection "Brief Interviews with Hideous Men."
  • B. Hollywood Liar
    "Hollywood Liar" is a song featured on the album *Inside Story*, likely characterized by themes of deception and the darker side of fame.
  • C. Hollywood Dirt
    "Hollywood Dirt" is a romantic drama film produced and directed by Tosca Musk, adapted from Alessandra Torre’s bestselling novel about a small-town girl and a Hollywood star whose worlds collide during a movie shoot in rural Georgia.
  • D. There Really Was a Hollywood
    "There Really Was a Hollywood" is a memoir by actress Janet Leigh recounting her experiences and insights from the classic Hollywood era.
  • E. The Devil Finds Work
    The Devil Finds Work is a 1976 book-length essay by James Baldwin that blends memoir, film criticism, and social commentary to examine race, representation, and American cinema.
  • 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_69d80771749c81909a6d9197b9504872 completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69d98117209081908272021013df2222 completed April 10, 2026, 11 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6d608a2288190bf07023a5303f887 completed May 3, 2026, 4:58 a.m.
NEDg Description generation batch_69f6d6e326408190b7906c7ea8e3ef85 completed May 3, 2026, 5:02 a.m.
NED2 Entity disambiguation (via description) batch_69f6d873b978819097962c82e8ffdac8 completed May 3, 2026, 5:09 a.m.
Created at: April 9, 2026, 9:01 p.m.