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.