Triple

T13791520
Position Surface form Disambiguated ID Type / Status
Subject Straight Talk, No Chaser E331408 entity
Predicate follows P134 FINISHED
Object Act Like a Lady, Think Like a Man
Act Like a Lady, Think Like a Man is a bestselling relationship advice book by comedian and television host Steve Harvey that offers women insights into how men think about love, relationships, and commitment.
E1061195 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: Act Like a Lady, Think Like a Man | Statement: [Straight Talk, No Chaser, follows, Act Like a Lady, Think Like a Man]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Act Like a Lady, Think Like a Man
Context triple: [Straight Talk, No Chaser, follows, Act Like a Lady, Think Like a Man]
  • A. Manhood: How to Be a Better Man—or Just Live with One
    Manhood: How to Be a Better Man—or Just Live with One is Terry Crews’s memoir and self-help book exploring masculinity, vulnerability, relationships, and personal growth.
  • B. What Women Want
    What Women Want is a 2000 romantic comedy film starring Mel Gibson and Helen Hunt about a chauvinistic advertising executive who gains the ability to hear women's thoughts.
  • C. Think Like a Man
    Think Like a Man is a 2012 romantic comedy film based on Steve Harvey’s relationship advice book, following several couples whose love lives are upended when the women start using Harvey’s guidance against the men.
  • D. The Business of Being a Woman
    "The Business of Being a Woman" is a 1912 nonfiction book by muckraking journalist Ida Tarbell that examines women’s roles, work, and social responsibilities in early 20th-century American society.
  • E. The Love Expert
    "The Love Expert" is a 1920 silent romantic comedy film starring Constance Talmadge, known for its lighthearted take on love and social conventions.
  • 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: Act Like a Lady, Think Like a Man
Triple: [Straight Talk, No Chaser, follows, Act Like a Lady, Think Like a Man]
Generated description
Act Like a Lady, Think Like a Man is a bestselling relationship advice book by comedian and television host Steve Harvey that offers women insights into how men think about love, relationships, and commitment.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Act Like a Lady, Think Like a Man
Target entity description: Act Like a Lady, Think Like a Man is a bestselling relationship advice book by comedian and television host Steve Harvey that offers women insights into how men think about love, relationships, and commitment.
  • A. Manhood: How to Be a Better Man—or Just Live with One
    Manhood: How to Be a Better Man—or Just Live with One is Terry Crews’s memoir and self-help book exploring masculinity, vulnerability, relationships, and personal growth.
  • B. What Women Want
    What Women Want is a 2000 romantic comedy film starring Mel Gibson and Helen Hunt about a chauvinistic advertising executive who gains the ability to hear women's thoughts.
  • C. Think Like a Man
    Think Like a Man is a 2012 romantic comedy film based on Steve Harvey’s relationship advice book, following several couples whose love lives are upended when the women start using Harvey’s guidance against the men.
  • D. The Business of Being a Woman
    "The Business of Being a Woman" is a 1912 nonfiction book by muckraking journalist Ida Tarbell that examines women’s roles, work, and social responsibilities in early 20th-century American society.
  • E. The Love Expert
    "The Love Expert" is a 1920 silent romantic comedy film starring Constance Talmadge, known for its lighthearted take on love and social conventions.
  • 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_69d81c58feb08190a77bca8bf7d6d20f completed April 9, 2026, 9:38 p.m.
NER Named-entity recognition batch_69de0258a1408190a837d17c6d6a2bd4 completed April 14, 2026, 9:01 a.m.
NED1 Entity disambiguation (via context triple) batch_69f7b0817bd88190a46e539f2ff24d83 completed May 3, 2026, 8:30 p.m.
NEDg Description generation batch_69f7b14fe1cc8190b1a5f6f0e80b7e39 completed May 3, 2026, 8:34 p.m.
NED2 Entity disambiguation (via description) batch_69f7b20f67048190a641527353e3ff43 completed May 3, 2026, 8:37 p.m.
Created at: April 9, 2026, 10:11 p.m.