Triple

T2403144
Position Surface form Disambiguated ID Type / Status
Subject Lenny Bruce E50213 entity
Predicate notableWork P4 FINISHED
Object How to Talk Dirty and Influence People
"How to Talk Dirty and Influence People" is the provocative, semi-autobiographical memoir by groundbreaking American comedian Lenny Bruce, chronicling his life, career, and battles over free speech and censorship.
 E263023 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: How to Talk Dirty and Influence People | Statement: [Lenny Bruce, notableWork, How to Talk Dirty and Influence People]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: How to Talk Dirty and Influence People
Context triple: [Lenny Bruce, notableWork, How to Talk Dirty and Influence People]
  • A. How to Win Friends and Influence People
    How to Win Friends and Influence People is a classic self-help book that teaches practical techniques for improving interpersonal skills, building relationships, and positively influencing others.
  • B. The Art of the Deal
    The Art of the Deal is a 1987 business memoir and self-help book in which Donald Trump outlines his deal-making philosophy and recounts key episodes from his real estate career.
  • C. The Trump Card: Playing to Win in Work and Life
    The Trump Card: Playing to Win in Work and Life is a self-help and business advice book by Ivanka Trump that blends personal anecdotes with guidance on career success and personal branding.
  • D. The 7 Habits of Highly Effective People
    The 7 Habits of Highly Effective People is a bestselling self-help and personal development book by Stephen R. Covey that outlines a principle-centered approach to effectiveness in both personal and professional life.
  • E. The Age of Spin
    The Age of Spin is a 2017 Netflix stand-up comedy special by Dave Chappelle that marked his high-profile return to long-form televised comedy.
  • 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: How to Talk Dirty and Influence People
Triple: [Lenny Bruce, notableWork, How to Talk Dirty and Influence People]
Generated description
"How to Talk Dirty and Influence People" is the provocative, semi-autobiographical memoir by groundbreaking American comedian Lenny Bruce, chronicling his life, career, and battles over free speech and censorship.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: How to Talk Dirty and Influence People
Target entity description: "How to Talk Dirty and Influence People" is the provocative, semi-autobiographical memoir by groundbreaking American comedian Lenny Bruce, chronicling his life, career, and battles over free speech and censorship.
  • A. How to Win Friends and Influence People
    How to Win Friends and Influence People is a classic self-help book that teaches practical techniques for improving interpersonal skills, building relationships, and positively influencing others.
  • B. The Art of the Deal
    The Art of the Deal is a 1987 business memoir and self-help book in which Donald Trump outlines his deal-making philosophy and recounts key episodes from his real estate career.
  • C. The Trump Card: Playing to Win in Work and Life
    The Trump Card: Playing to Win in Work and Life is a self-help and business advice book by Ivanka Trump that blends personal anecdotes with guidance on career success and personal branding.
  • D. The 7 Habits of Highly Effective People
    The 7 Habits of Highly Effective People is a bestselling self-help and personal development book by Stephen R. Covey that outlines a principle-centered approach to effectiveness in both personal and professional life.
  • E. The Age of Spin
    The Age of Spin is a 2017 Netflix stand-up comedy special by Dave Chappelle that marked his high-profile return to long-form televised comedy.
  • 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_69a88b0339a88190a1207333cd271cc9 completed March 4, 2026, 7:41 p.m.
NER Named-entity recognition batch_69abc8f8aa2881909192920ee394f0b3 completed March 7, 2026, 6:43 a.m.
NED1 Entity disambiguation (via context triple) batch_69aeb3e554c08190b5268c41ab34f4d9 completed March 9, 2026, 11:49 a.m.
NEDg Description generation batch_69aeb4a5011c8190bda6c487dab73131 completed March 9, 2026, 11:53 a.m.
NED2 Entity disambiguation (via description) batch_69aeb59eb94c8190b36567fd38323986 completed March 9, 2026, 11:57 a.m.
Created at: March 4, 2026, 7:58 p.m.