Triple

T4866799
Position Surface form Disambiguated ID Type / Status
Subject bell hooks E108989 entity
Predicate notableWork P4 FINISHED
Object The Will to Change: Men, Masculinity, and Love
The Will to Change: Men, Masculinity, and Love is a nonfiction book by bell hooks that critiques patriarchal masculinity and explores how men can embrace emotional openness, love, and feminist principles.
E476967 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 Will to Change: Men, Masculinity, and Love | Statement: [bell hooks, notableWork, The Will to Change: Men, Masculinity, and Love]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Will to Change: Men, Masculinity, and Love
Context triple: [bell hooks, notableWork, The Will to Change: Men, Masculinity, and Love]
  • A. It Is Time for a Love Revolution
    "It Is Time for a Love Revolution" is a 2008 rock and soul-influenced studio album by American musician Lenny Kravitz.
  • B. Compulsory Heterosexuality and Lesbian Existence
    Compulsory Heterosexuality and Lesbian Existence is Adrienne Rich’s influential feminist essay that critiques heterosexuality as a political institution and argues for the recognition of lesbian existence and resistance.
  • C. Pressure is a Privilege: Lessons I’ve Learned from Life and the Battle of the Sexes
    Pressure is a Privilege: Lessons I’ve Learned from Life and the Battle of the Sexes is a memoir and motivational book by tennis legend Billie Jean King that shares life lessons drawn from her career and her historic 1973 “Battle of the Sexes” match.
  • D. Sex and Social Justice
    Sex and Social Justice is a philosophical work by Martha Nussbaum that examines gender equality, sexuality, and human rights through the lens of liberal feminism and capabilities theory.
  • E. The Dangerous Passion: Why Jealousy Is as Necessary as Love and Sex
    The Dangerous Passion: Why Jealousy Is as Necessary as Love and Sex is an evolutionary psychology book by David M. Buss that explores the origins, functions, and consequences of romantic jealousy in human relationships.
  • 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 Will to Change: Men, Masculinity, and Love
Triple: [bell hooks, notableWork, The Will to Change: Men, Masculinity, and Love]
Generated description
The Will to Change: Men, Masculinity, and Love is a nonfiction book by bell hooks that critiques patriarchal masculinity and explores how men can embrace emotional openness, love, and feminist principles.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Will to Change: Men, Masculinity, and Love
Target entity description: The Will to Change: Men, Masculinity, and Love is a nonfiction book by bell hooks that critiques patriarchal masculinity and explores how men can embrace emotional openness, love, and feminist principles.
  • A. It Is Time for a Love Revolution
    "It Is Time for a Love Revolution" is a 2008 rock and soul-influenced studio album by American musician Lenny Kravitz.
  • B. Compulsory Heterosexuality and Lesbian Existence
    Compulsory Heterosexuality and Lesbian Existence is Adrienne Rich’s influential feminist essay that critiques heterosexuality as a political institution and argues for the recognition of lesbian existence and resistance.
  • C. Pressure is a Privilege: Lessons I’ve Learned from Life and the Battle of the Sexes
    Pressure is a Privilege: Lessons I’ve Learned from Life and the Battle of the Sexes is a memoir and motivational book by tennis legend Billie Jean King that shares life lessons drawn from her career and her historic 1973 “Battle of the Sexes” match.
  • D. Sex and Social Justice
    Sex and Social Justice is a philosophical work by Martha Nussbaum that examines gender equality, sexuality, and human rights through the lens of liberal feminism and capabilities theory.
  • E. The Dangerous Passion: Why Jealousy Is as Necessary as Love and Sex
    The Dangerous Passion: Why Jealousy Is as Necessary as Love and Sex is an evolutionary psychology book by David M. Buss that explores the origins, functions, and consequences of romantic jealousy in human relationships.
  • 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_69bd440d96a48190b0c87069adef2af1 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6d7a42f88190bb1ef7261bcbc2a8 completed March 20, 2026, 3:53 p.m.
NED1 Entity disambiguation (via context triple) batch_69be67e5d96c8190b2a509d9fb81211a completed March 21, 2026, 9:41 a.m.
NEDg Description generation batch_69be693b36b08190a0de648f0c5bdc60 completed March 21, 2026, 9:47 a.m.
NED2 Entity disambiguation (via description) batch_69be69a16b0c8190b0a787bb54b31fc3 completed March 21, 2026, 9:49 a.m.
Created at: March 20, 2026, 1:26 p.m.