Triple

T5775784
Position Surface form Disambiguated ID Type / Status
Subject Farah Stockman E127436 entity
Predicate notableWork P4 FINISHED
Object American Made: What Happens to People When Work Disappears
American Made: What Happens to People When Work Disappears is a nonfiction book that examines the human and community consequences of deindustrialization and job loss in the United States through the stories of displaced factory workers.
E542833 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: American Made: What Happens to People When Work Disappears | Statement: [Farah Stockman, notableWork, American Made: What Happens to People When Work Disappears]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: American Made: What Happens to People When Work Disappears
Context triple: [Farah Stockman, notableWork, American Made: What Happens to People When Work Disappears]
  • A. The Abolition of Work
    The Abolition of Work is a 1985 anarchist essay by Bob Black that critiques wage labor and advocates for a society organized around voluntary play instead of compulsory work.
  • B. Good Economics for Hard Times
    Good Economics for Hard Times is a popular economics book by Nobel laureates Abhijit V. Banerjee and Esther Duflo that examines contemporary social and economic challenges through rigorous empirical research and accessible analysis.
  • C. There Is Nothing for You Here: Finding Opportunity in the Twenty-First Century
    "There Is Nothing for You Here: Finding Opportunity in the Twenty-First Century" is a political memoir and analysis by foreign policy expert Fiona Hill, exploring economic decline, populism, and the search for opportunity through her experiences in the UK, Russia, and the United States.
  • D. The Way We’re Working Isn’t Working
    The Way We’re Working Isn’t Working is a business and self-help book by Tony Schwartz that argues for managing energy rather than time to improve performance, health, and satisfaction at work.
  • E. The Stalled Society
    The Stalled Society is a sociological work by Michel Crozier analyzing the structural and cultural causes of institutional paralysis and resistance to change in modern societies, particularly France.
  • 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: American Made: What Happens to People When Work Disappears
Triple: [Farah Stockman, notableWork, American Made: What Happens to People When Work Disappears]
Generated description
American Made: What Happens to People When Work Disappears is a nonfiction book that examines the human and community consequences of deindustrialization and job loss in the United States through the stories of displaced factory workers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: American Made: What Happens to People When Work Disappears
Target entity description: American Made: What Happens to People When Work Disappears is a nonfiction book that examines the human and community consequences of deindustrialization and job loss in the United States through the stories of displaced factory workers.
  • A. The Abolition of Work
    The Abolition of Work is a 1985 anarchist essay by Bob Black that critiques wage labor and advocates for a society organized around voluntary play instead of compulsory work.
  • B. Good Economics for Hard Times
    Good Economics for Hard Times is a popular economics book by Nobel laureates Abhijit V. Banerjee and Esther Duflo that examines contemporary social and economic challenges through rigorous empirical research and accessible analysis.
  • C. There Is Nothing for You Here: Finding Opportunity in the Twenty-First Century
    "There Is Nothing for You Here: Finding Opportunity in the Twenty-First Century" is a political memoir and analysis by foreign policy expert Fiona Hill, exploring economic decline, populism, and the search for opportunity through her experiences in the UK, Russia, and the United States.
  • D. The Way We’re Working Isn’t Working
    The Way We’re Working Isn’t Working is a business and self-help book by Tony Schwartz that argues for managing energy rather than time to improve performance, health, and satisfaction at work.
  • E. The Stalled Society
    The Stalled Society is a sociological work by Michel Crozier analyzing the structural and cultural causes of institutional paralysis and resistance to change in modern societies, particularly France.
  • 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_69c008361fa88190aefa4dc41b051e7f completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c029de3bb4819087a6f3e920e12990 completed March 22, 2026, 5:41 p.m.
NED1 Entity disambiguation (via context triple) batch_69c07e6fd260819090d5e3c877c8bd31 completed March 22, 2026, 11:42 p.m.
NEDg Description generation batch_69c08ba48a1c819090f276116a084a01 completed March 23, 2026, 12:39 a.m.
NED2 Entity disambiguation (via description) batch_69c08c094bd08190bb3d849bf1a80ad0 completed March 23, 2026, 12:40 a.m.
Created at: March 22, 2026, 3:50 p.m.