Triple
T19118778
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | W. Edwards Deming |
E467979
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object | The New Economics for Industry, Government, Education |
—
|
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: The New Economics for Industry, Government, Education | Statement: [W. Edwards Deming, notableWork, The New Economics for Industry, Government, Education]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: The New Economics for Industry, Government, Education Context triple: [W. Edwards Deming, notableWork, The New Economics for Industry, Government, Education]
-
A.
Steady-State Economics
Steady-State Economics is an influential work in ecological economics that argues for an economy with stable or mildly fluctuating levels of consumption and population within ecological limits.
-
B.
The Economics of Industry
The Economics of Industry is an influential 19th-century economics textbook co-authored by Mary Paley Marshall and Alfred Marshall that helped shape the study of industrial organization and economic theory.
-
C.
The Economics of Control
The Economics of Control is a seminal 1945 work by Abba P. Lerner that develops the theory of market socialism and optimal economic planning, playing a central role in the socialist calculation debate.
-
D.
The Competitive Advantage of Nations
The Competitive Advantage of Nations is a seminal business and economics book by Michael Porter that analyzes why certain countries achieve international success in particular industries through his influential "diamond" framework of national competitive advantage.
-
E.
"The Nature of the Firm"
"The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
- 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: The New Economics for Industry, Government, Education Target entity description: The New Economics for Industry, Government, Education is a seminal book by W. Edwards Deming that outlines his philosophy of quality management, systems thinking, and leadership for transforming organizations and society.
-
A.
Steady-State Economics
Steady-State Economics is an influential work in ecological economics that argues for an economy with stable or mildly fluctuating levels of consumption and population within ecological limits.
-
B.
The Economics of Industry
The Economics of Industry is an influential 19th-century economics textbook co-authored by Mary Paley Marshall and Alfred Marshall that helped shape the study of industrial organization and economic theory.
-
C.
The Economics of Control
The Economics of Control is a seminal 1945 work by Abba P. Lerner that develops the theory of market socialism and optimal economic planning, playing a central role in the socialist calculation debate.
-
D.
The Competitive Advantage of Nations
The Competitive Advantage of Nations is a seminal business and economics book by Michael Porter that analyzes why certain countries achieve international success in particular industries through his influential "diamond" framework of national competitive advantage.
-
E.
"The Nature of the Firm"
"The Nature of the Firm" is a foundational 1937 economic essay by Ronald Coase that explains why firms exist and how transaction costs shape their size and structure.
- 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_69d8dd06a26481908039e2a1bae8c597 |
completed | April 10, 2026, 11:20 a.m. |
| NER | Named-entity recognition | batch_69e5e3c756a88190942930e6ae7242a7 |
completed | April 20, 2026, 8:28 a.m. |
Created at: April 10, 2026, 12:05 p.m.