Triple

T18013283
Position Surface form Disambiguated ID Type / Status
Subject Jacob Mincer E430935 entity
Predicate notableWork P4 FINISHED
Object Investment in Human Capital and Personal Income Distribution NE NERFINISHED

How this triple was built (3 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: Investment in Human Capital and Personal Income Distribution | Statement: [Jacob Mincer, notableWork, Investment in Human Capital and Personal Income Distribution]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Investment in Human Capital and Personal Income Distribution
Context triple: [Jacob Mincer, notableWork, Investment in Human Capital and Personal Income Distribution]
  • A. “Inequality in America: What Role for Human Capital Policies?”
    “Inequality in America: What Role for Human Capital Policies?” is an influential work by economist James Heckman that analyzes how investments in education and skills, especially early in life, can reduce economic inequality and improve long-term social outcomes in the United States.
  • B. Some Aspects of the Inequality of Incomes in Modern Communities
    "Some Aspects of the Inequality of Incomes in Modern Communities" is an influential early 20th-century economic study by Hugh Dalton that analyzes the causes, measurement, and implications of income inequality in industrial societies.
  • C. The Nature of Capital and Income
    The Nature of Capital and Income is a foundational economic treatise by Irving Fisher that rigorously analyzes the concepts of capital, income, and their interrelationship in value theory and interest.
  • D. Income and Wealth Concentration in a Historical and International Perspective
    "Income and Wealth Concentration in a Historical and International Perspective" is an influential economic study by Emmanuel Saez that analyzes long-run trends in income and wealth inequality across countries using historical tax and income data.
  • E. National Income and Its Composition
    National Income and Its Composition is an influential economic study by Simon Kuznets that systematically analyzes the structure, measurement, and trends of national income in the United States.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Investment in Human Capital and Personal Income Distribution
Target entity description: "Investment in Human Capital and Personal Income Distribution" is an influential economic study that analyzes how education and skill investments shape individuals’ earnings and the overall distribution of income.
  • A. “Inequality in America: What Role for Human Capital Policies?”
    “Inequality in America: What Role for Human Capital Policies?” is an influential work by economist James Heckman that analyzes how investments in education and skills, especially early in life, can reduce economic inequality and improve long-term social outcomes in the United States.
  • B. Some Aspects of the Inequality of Incomes in Modern Communities
    "Some Aspects of the Inequality of Incomes in Modern Communities" is an influential early 20th-century economic study by Hugh Dalton that analyzes the causes, measurement, and implications of income inequality in industrial societies.
  • C. The Nature of Capital and Income
    The Nature of Capital and Income is a foundational economic treatise by Irving Fisher that rigorously analyzes the concepts of capital, income, and their interrelationship in value theory and interest.
  • D. Income and Wealth Concentration in a Historical and International Perspective
    "Income and Wealth Concentration in a Historical and International Perspective" is an influential economic study by Emmanuel Saez that analyzes long-run trends in income and wealth inequality across countries using historical tax and income data.
  • E. National Income and Its Composition
    National Income and Its Composition is an influential economic study by Simon Kuznets that systematically analyzes the structure, measurement, and trends of national income in the United States.
  • F. None of above. chosen

Provenance (2 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_69d8b904530081908bf341d842464856 completed April 10, 2026, 8:47 a.m.
NER Named-entity recognition batch_69e4b521befc81908dff44f19aa3d580 completed April 19, 2026, 10:57 a.m.
Created at: April 10, 2026, 10:24 a.m.