Triple

T6164414
Position Surface form Disambiguated ID Type / Status
Subject Stefano Zamagni E137520 entity
Predicate notableWork P4 FINISHED
Object Civil Economy: Efficiency, Equity, Public Happiness
"Civil Economy: Efficiency, Equity, Public Happiness" is a book by economist Stefano Zamagni that presents an alternative economic paradigm emphasizing social justice, reciprocity, and the common good alongside market efficiency.
E573593 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: Civil Economy: Efficiency, Equity, Public Happiness | Statement: [Stefano Zamagni, notableWork, Civil Economy: Efficiency, Equity, Public Happiness]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Civil Economy: Efficiency, Equity, Public Happiness
Context triple: [Stefano Zamagni, notableWork, Civil Economy: Efficiency, Equity, Public Happiness]
  • A. Economics and the Public Purpose
    Economics and the Public Purpose is a 1973 book by economist John Kenneth Galbraith that critiques conventional economic theory and advocates for stronger public planning and social control over large corporations to better serve societal needs.
  • B. Economics for the Common Good
    Economics for the Common Good is a book by Nobel laureate Jean Tirole that explains how modern economic thinking can be used to address major social challenges and improve public policy.
  • C. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • D. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • E. The Economics and Ethics of Private Property
    The Economics and Ethics of Private Property is a libertarian treatise by Hans-Hermann Hoppe that defends private property, free markets, and anarcho-capitalism through praxeological and ethical arguments.
  • 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: Civil Economy: Efficiency, Equity, Public Happiness
Triple: [Stefano Zamagni, notableWork, Civil Economy: Efficiency, Equity, Public Happiness]
Generated description
"Civil Economy: Efficiency, Equity, Public Happiness" is a book by economist Stefano Zamagni that presents an alternative economic paradigm emphasizing social justice, reciprocity, and the common good alongside market efficiency.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Civil Economy: Efficiency, Equity, Public Happiness
Target entity description: "Civil Economy: Efficiency, Equity, Public Happiness" is a book by economist Stefano Zamagni that presents an alternative economic paradigm emphasizing social justice, reciprocity, and the common good alongside market efficiency.
  • A. Economics and the Public Purpose
    Economics and the Public Purpose is a 1973 book by economist John Kenneth Galbraith that critiques conventional economic theory and advocates for stronger public planning and social control over large corporations to better serve societal needs.
  • B. Economics for the Common Good
    Economics for the Common Good is a book by Nobel laureate Jean Tirole that explains how modern economic thinking can be used to address major social challenges and improve public policy.
  • C. Beyond the Invisible Hand
    Beyond the Invisible Hand is a book by economist Kaushik Basu that critically examines free-market ideology and argues for a more ethically grounded and institutionally aware approach to economics.
  • D. Inequality Reexamined
    Inequality Reexamined is a philosophical and economic work by Amartya Sen that critically analyzes traditional views of inequality and justice through his capabilities approach.
  • E. The Economics and Ethics of Private Property
    The Economics and Ethics of Private Property is a libertarian treatise by Hans-Hermann Hoppe that defends private property, free markets, and anarcho-capitalism through praxeological and ethical arguments.
  • 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_69c008a54fc88190b6ce4416490ca79d completed March 22, 2026, 3:20 p.m.
NER Named-entity recognition batch_69c05d6036f88190a4bf540e7fe8d48d completed March 22, 2026, 9:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69c1419e7f0481908b7ce6f36871f1ad completed March 23, 2026, 1:35 p.m.
NEDg Description generation batch_69c14855288881909b842db040fe5c54 completed March 23, 2026, 2:04 p.m.
NED2 Entity disambiguation (via description) batch_69c148d16c048190a473e8f49df43705 completed March 23, 2026, 2:06 p.m.
Created at: March 22, 2026, 4:17 p.m.