Triple

T12937096
Position Surface form Disambiguated ID Type / Status
Subject Polly Toynbee E309539 entity
Predicate hasWritten P2831 FINISHED
Object Hard Work: Life in Low-Pay Britain
"Hard Work: Life in Low-Pay Britain" is a non-fiction book by journalist Polly Toynbee in which she documents her experiences working in low-wage jobs to expose the realities of poverty and inequality in modern Britain.
E903060 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: Hard Work: Life in Low-Pay Britain | Statement: [Polly Toynbee, hasWritten, Hard Work: Life in Low-Pay Britain]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hard Work: Life in Low-Pay Britain
Context triple: [Polly Toynbee, hasWritten, Hard Work: Life in Low-Pay Britain]
  • A. The Living Wage
    The Living Wage is a political and economic treatise by British Labour politician Philip Snowden advocating for fair minimum income standards to ensure workers can meet basic living costs.
  • B. Estranged Labour
    Estranged Labour is a section of Karl Marx’s early Economic and Philosophic Manuscripts of 1844 in which he develops his influential theory of alienation under capitalist production.
  • C. Nickel and Dimed
    Nickel and Dimed is a nonfiction book by Barbara Ehrenreich that investigates the challenges of surviving on low-wage work in the United States through her firsthand experiences in various minimum-wage jobs.
  • D. How the Other Half Lives
    How the Other Half Lives is an 1890 photojournalistic exposé by Jacob Riis that revealed the harsh living conditions of New York City’s tenement poor and helped spur social reform.
  • E. 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.
  • 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: Hard Work: Life in Low-Pay Britain
Triple: [Polly Toynbee, hasWritten, Hard Work: Life in Low-Pay Britain]
Generated description
"Hard Work: Life in Low-Pay Britain" is a non-fiction book by journalist Polly Toynbee in which she documents her experiences working in low-wage jobs to expose the realities of poverty and inequality in modern Britain.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hard Work: Life in Low-Pay Britain
Target entity description: "Hard Work: Life in Low-Pay Britain" is a non-fiction book by journalist Polly Toynbee in which she documents her experiences working in low-wage jobs to expose the realities of poverty and inequality in modern Britain.
  • A. The Living Wage
    The Living Wage is a political and economic treatise by British Labour politician Philip Snowden advocating for fair minimum income standards to ensure workers can meet basic living costs.
  • B. Estranged Labour
    Estranged Labour is a section of Karl Marx’s early Economic and Philosophic Manuscripts of 1844 in which he develops his influential theory of alienation under capitalist production.
  • C. Nickel and Dimed chosen
    Nickel and Dimed is a nonfiction book by Barbara Ehrenreich that investigates the challenges of surviving on low-wage work in the United States through her firsthand experiences in various minimum-wage jobs.
  • D. How the Other Half Lives
    How the Other Half Lives is an 1890 photojournalistic exposé by Jacob Riis that revealed the harsh living conditions of New York City’s tenement poor and helped spur social reform.
  • E. 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.
  • F. None of above.

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_69d7bdfa933c8190b5a27aa4a08a19b7 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d97dc76d688190bd58a23351373666 completed April 10, 2026, 10:46 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6af6ef89881908ec3138b9f4a8b1a completed May 3, 2026, 2:14 a.m.
NEDg Description generation batch_69f6b0660b188190a67bfff73b882d92 completed May 3, 2026, 2:18 a.m.
NED2 Entity disambiguation (via description) batch_69f6b1a539148190be7a4f16f738ca90 completed May 3, 2026, 2:23 a.m.
Created at: April 9, 2026, 5:43 p.m.