Triple

T10467600
Position Surface form Disambiguated ID Type / Status
Subject Beeban Kidron E246836 entity
Predicate notableWork P4 FINISHED
Object Hookers, Hustlers, Pimps and their Johns
"Hookers, Hustlers, Pimps and their Johns" is a 1980s documentary film by Beeban Kidron that offers an unflinching look at the lives of sex workers and their clients on the streets of New York City.
E865377 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: Hookers, Hustlers, Pimps and their Johns | Statement: [Beeban Kidron, notableWork, Hookers, Hustlers, Pimps and their Johns]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hookers, Hustlers, Pimps and their Johns
Context triple: [Beeban Kidron, notableWork, Hookers, Hustlers, Pimps and their Johns]
  • A. Harlots
    Harlots is a British period drama television series set in 18th-century London that explores the lives, rivalries, and struggles of women working in the city’s brothels.
  • B. The Respectful Prostitute
    The Respectful Prostitute is a play by Jean-Paul Sartre that explores themes of racism, injustice, and moral responsibility in the American South.
  • C. "Gangsta and Pimps"
    "Gangsta and Pimps" is a track from Lil Wayne’s 2002 studio album *500 Degreez*, showcasing his early Southern hip hop style and lyrical persona.
  • D. Sex on the Streets
    Sex on the Streets is a 1994 house music track by British producer Pizzaman, known for its club-friendly beats and catchy vocal samples.
  • E. The Gangsta, The Killa and The Dope Dealer
    "The Gangsta, The Killa and The Dope Dealer" is a hardcore West Coast hip hop track by the rap supergroup Westside Connection, showcasing their aggressive style and gangsta rap themes.
  • 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: Hookers, Hustlers, Pimps and their Johns
Triple: [Beeban Kidron, notableWork, Hookers, Hustlers, Pimps and their Johns]
Generated description
"Hookers, Hustlers, Pimps and their Johns" is a 1980s documentary film by Beeban Kidron that offers an unflinching look at the lives of sex workers and their clients on the streets of New York City.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hookers, Hustlers, Pimps and their Johns
Target entity description: "Hookers, Hustlers, Pimps and their Johns" is a 1980s documentary film by Beeban Kidron that offers an unflinching look at the lives of sex workers and their clients on the streets of New York City.
  • A. Harlots
    Harlots is a British period drama television series set in 18th-century London that explores the lives, rivalries, and struggles of women working in the city’s brothels.
  • B. The Respectful Prostitute
    The Respectful Prostitute is a play by Jean-Paul Sartre that explores themes of racism, injustice, and moral responsibility in the American South.
  • C. "Gangsta and Pimps"
    "Gangsta and Pimps" is a track from Lil Wayne’s 2002 studio album *500 Degreez*, showcasing his early Southern hip hop style and lyrical persona.
  • D. Sex on the Streets
    Sex on the Streets is a 1994 house music track by British producer Pizzaman, known for its club-friendly beats and catchy vocal samples.
  • E. The Gangsta, The Killa and The Dope Dealer
    "The Gangsta, The Killa and The Dope Dealer" is a hardcore West Coast hip hop track by the rap supergroup Westside Connection, showcasing their aggressive style and gangsta rap themes.
  • 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_69d381c16c248190a2fe5b471e584e9c completed April 6, 2026, 9:49 a.m.
NER Named-entity recognition batch_69d5092e3230819098ab444f73c9bd40 completed April 7, 2026, 1:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69d89ff1cd948190a1ef331fb810bf26 completed April 10, 2026, 7 a.m.
NEDg Description generation batch_69d8a2b0d8c88190a1a64bd2bbacabbe completed April 10, 2026, 7:11 a.m.
NED2 Entity disambiguation (via description) batch_69d8a6560ddc81909d540f78a9413b3e completed April 10, 2026, 7:27 a.m.
Created at: April 6, 2026, 12:20 p.m.