Triple

T4256342
Position Surface form Disambiguated ID Type / Status
Subject Pascal Restrepo E95982 entity
Predicate hasPublication P80 FINISHED
Object The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
"The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment" is an economics paper analyzing how advancing automation and artificial intelligence affect economic growth, the distribution of income between labor and capital, and employment outcomes.
E424746 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 Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment | Statement: [Pascal Restrepo, hasPublication, The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
Context triple: [Pascal Restrepo, hasPublication, The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment]
  • A. Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?
    "Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?" is an influential macroeconomics paper by Jordi Galí that empirically investigates how technology shocks affect employment and output over the business cycle.
  • B. Introduction to Modern Economic Growth
    Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
  • C. Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?
    "Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?" is an influential macroeconomics paper by Jordi Galí that empirically evaluates the ability of real business cycle models driven by technology shocks to explain postwar U.S. economic fluctuations.
  • D. Kaldor’s stylized facts of economic growth
    Kaldor’s stylized facts of economic growth are a set of empirical regularities about long-run economic development—such as stable capital-output ratios and rising labor productivity—that guided modern theories of growth and distribution.
  • E. Activity Analysis of Production and Allocation
    "Activity Analysis of Production and Allocation" is a foundational work in mathematical economics that develops linear programming and activity analysis methods to study production efficiency and resource allocation.
  • 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 Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
Triple: [Pascal Restrepo, hasPublication, The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment]
Generated description
"The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment" is an economics paper analyzing how advancing automation and artificial intelligence affect economic growth, the distribution of income between labor and capital, and employment outcomes.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment
Target entity description: "The Race Between Man and Machine: Implications of Technology for Growth, Factor Shares, and Employment" is an economics paper analyzing how advancing automation and artificial intelligence affect economic growth, the distribution of income between labor and capital, and employment outcomes.
  • A. Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?
    "Technology, Employment, and the Business Cycle: Do Technology Shocks Explain Aggregate Fluctuations?" is an influential macroeconomics paper by Jordi Galí that empirically investigates how technology shocks affect employment and output over the business cycle.
  • B. Introduction to Modern Economic Growth
    Introduction to Modern Economic Growth is a comprehensive graduate-level textbook that rigorously develops the theory and empirics of long-run economic growth, with a strong emphasis on microfoundations and institutional factors.
  • C. Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?
    "Technology Shocks and Aggregate Fluctuations: How Well Does the RBC Model Fit Postwar U.S. Data?" is an influential macroeconomics paper by Jordi Galí that empirically evaluates the ability of real business cycle models driven by technology shocks to explain postwar U.S. economic fluctuations.
  • D. Kaldor’s stylized facts of economic growth
    Kaldor’s stylized facts of economic growth are a set of empirical regularities about long-run economic development—such as stable capital-output ratios and rising labor productivity—that guided modern theories of growth and distribution.
  • E. Activity Analysis of Production and Allocation
    "Activity Analysis of Production and Allocation" is a foundational work in mathematical economics that develops linear programming and activity analysis methods to study production efficiency and resource allocation.
  • 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_69b3453f759881909b91f01a1e82c036 completed March 12, 2026, 10:59 p.m.
NER Named-entity recognition batch_69b34ec1971c81908f7a72418efa8bcc completed March 12, 2026, 11:39 p.m.
NED1 Entity disambiguation (via context triple) batch_69b5a88a68f081909e5bae5b0414f534 completed March 14, 2026, 6:27 p.m.
NEDg Description generation batch_69b5a94e637881909a20bb1df0cd5768 completed March 14, 2026, 6:30 p.m.
NED2 Entity disambiguation (via description) batch_69b5a9d9b28081909d7dc97b02209318 completed March 14, 2026, 6:32 p.m.
Created at: March 12, 2026, 11:06 p.m.