Triple

T3570557
Position Surface form Disambiguated ID Type / Status
Subject Elizabeth Warren E75558 entity
Predicate notableWork P4 FINISHED
Object The Two-Income Trap
The Two-Income Trap is a book co-authored by Elizabeth Warren that analyzes how middle-class families with two earners have become increasingly vulnerable to financial collapse despite higher household incomes.
E369975 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 Two-Income Trap | Statement: [Elizabeth Warren, notableWork, The Two-Income Trap]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Two-Income Trap
Context triple: [Elizabeth Warren, notableWork, The Two-Income Trap]
  • A. My Life in Full: Work, Family, and Our Future
    "My Life in Full: Work, Family, and Our Future" is the memoir of former PepsiCo CEO Indra Nooyi, reflecting on her leadership journey, immigrant experience, and vision for a more inclusive future for women and families in the workplace.
  • B. The Price of Inequality
    The Price of Inequality is a book by economist Joseph Stiglitz that analyzes the causes and consequences of growing economic inequality and argues for policy reforms to create a fairer, more stable society.
  • C. Fair Shot: Rethinking Inequality and How We Earn
    Fair Shot: Rethinking Inequality and How We Earn is a book by Facebook co-founder Chris Hughes that argues for bold policy solutions—especially a guaranteed income—to address economic inequality in the United States.
  • D. Women Who Work: Rewriting the Rules for Success
    Women Who Work: Rewriting the Rules for Success is a self-help and career advice book by Ivanka Trump that offers guidance on professional development, work-life balance, and personal branding for women.
  • E. The Problems of Parenthood
    "The Problems of Parenthood" is an episode of the nature documentary series *The Life of Birds* that explores how different bird species care for, protect, and raise their young.
  • 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 Two-Income Trap
Triple: [Elizabeth Warren, notableWork, The Two-Income Trap]
Generated description
The Two-Income Trap is a book co-authored by Elizabeth Warren that analyzes how middle-class families with two earners have become increasingly vulnerable to financial collapse despite higher household incomes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Two-Income Trap
Target entity description: The Two-Income Trap is a book co-authored by Elizabeth Warren that analyzes how middle-class families with two earners have become increasingly vulnerable to financial collapse despite higher household incomes.
  • A. My Life in Full: Work, Family, and Our Future
    "My Life in Full: Work, Family, and Our Future" is the memoir of former PepsiCo CEO Indra Nooyi, reflecting on her leadership journey, immigrant experience, and vision for a more inclusive future for women and families in the workplace.
  • B. The Price of Inequality
    The Price of Inequality is a book by economist Joseph Stiglitz that analyzes the causes and consequences of growing economic inequality and argues for policy reforms to create a fairer, more stable society.
  • C. Fair Shot: Rethinking Inequality and How We Earn
    Fair Shot: Rethinking Inequality and How We Earn is a book by Facebook co-founder Chris Hughes that argues for bold policy solutions—especially a guaranteed income—to address economic inequality in the United States.
  • D. Women Who Work: Rewriting the Rules for Success
    Women Who Work: Rewriting the Rules for Success is a self-help and career advice book by Ivanka Trump that offers guidance on professional development, work-life balance, and personal branding for women.
  • E. The Problems of Parenthood
    "The Problems of Parenthood" is an episode of the nature documentary series *The Life of Birds* that explores how different bird species care for, protect, and raise their young.
  • 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_69ad85d512708190829c8b2d3a2ccfb8 completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc0c32624819097a96b3d62e3d8f0 completed March 8, 2026, 6:32 p.m.
NED1 Entity disambiguation (via context triple) batch_69b3bbbcf2d08190901049948df66f0c completed March 13, 2026, 7:24 a.m.
NEDg Description generation batch_69b3bca07cac81908253b2b4225f3d67 completed March 13, 2026, 7:28 a.m.
NED2 Entity disambiguation (via description) batch_69b3f5b2fdcc8190842d2d7bd09c65c4 completed March 13, 2026, 11:32 a.m.
Created at: March 8, 2026, 3:21 p.m.