Triple

T11507943
Position Surface form Disambiguated ID Type / Status
Subject Robert J. Barro E272833 entity
Predicate knownFor P22 FINISHED
Object Barro growth regressions
Barro growth regressions are influential empirical models in macroeconomics that analyze the determinants of long-run economic growth across countries using cross-country regression techniques.
E930429 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: Barro growth regressions | Statement: [Robert J. Barro, knownFor, Barro growth regressions]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Barro growth regressions
Context triple: [Robert J. Barro, knownFor, Barro growth regressions]
  • A. Barro
    Barro is a neighborhood located in the city of Recife, in the state of Pernambuco, Brazil.
  • B. Econometric Model of the United States
    Econometric Model of the United States is a large-scale macroeconometric model developed to analyze and forecast the U.S. economy, particularly associated with the pioneering work of economist Lawrence Klein.
  • C. 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.
  • D. 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.
  • E. “On the Mechanics of Economic Development”
    “On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
  • 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: Barro growth regressions
Triple: [Robert J. Barro, knownFor, Barro growth regressions]
Generated description
Barro growth regressions are influential empirical models in macroeconomics that analyze the determinants of long-run economic growth across countries using cross-country regression techniques.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Barro growth regressions
Target entity description: Barro growth regressions are influential empirical models in macroeconomics that analyze the determinants of long-run economic growth across countries using cross-country regression techniques.
  • A. Barro
    Barro is a neighborhood located in the city of Recife, in the state of Pernambuco, Brazil.
  • B. Econometric Model of the United States
    Econometric Model of the United States is a large-scale macroeconometric model developed to analyze and forecast the U.S. economy, particularly associated with the pioneering work of economist Lawrence Klein.
  • C. 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.
  • D. 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.
  • E. “On the Mechanics of Economic Development”
    “On the Mechanics of Economic Development” is a seminal 1988 paper by economist Robert Lucas Jr. that helped found modern endogenous growth theory by explaining how human capital accumulation and externalities drive long-run economic growth.
  • 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_69d6aae2c3748190bed2ea50dfb160dc completed April 8, 2026, 7:22 p.m.
NER Named-entity recognition batch_69d86db43a648190be859bec2fe9f43b completed April 10, 2026, 3:25 a.m.
NED1 Entity disambiguation (via context triple) batch_69e624f5c9608190bde28a59860b3c93 completed April 20, 2026, 1:07 p.m.
NEDg Description generation batch_69e62cf44018819094818f11ac653763 completed April 20, 2026, 1:41 p.m.
NED2 Entity disambiguation (via description) batch_69e674c3a98c8190b32dc6879cb3a5f9 completed April 20, 2026, 6:47 p.m.
Created at: April 8, 2026, 9:36 p.m.