Triple

T3185026

Position	Surface form	Disambiguated ID	Type / Status
Subject	John Kenneth Galbraith	`E66677`	entity
Predicate	notableWork	`P4`	FINISHED
Object	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.	`E334417`	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: Economics and the Public Purpose | Statement: [John Kenneth Galbraith, notableWork, Economics and the Public Purpose]

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07

Target entity: Economics and the Public Purpose
Context triple: [John Kenneth Galbraith, notableWork, Economics and the Public Purpose]

A. 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.
B. Finance and the Good Society
Finance and the Good Society is a book by economist Robert J. Shiller that argues for a more ethical, inclusive, and socially beneficial financial system.
C. The Cost-Benefit Revolution
The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
D. 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.
E. Economic Policy: Principles and Design
"Economic Policy: Principles and Design" is a foundational economics book by Jan Tinbergen that systematically develops the theory and methodology of designing and implementing effective economic policies.
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: Economics and the Public Purpose
Triple: [John Kenneth Galbraith, notableWork, Economics and the Public Purpose]

Generated description

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.

NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07

Target entity: Economics and the Public Purpose
Target entity description: 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.

A. 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.
B. Finance and the Good Society
Finance and the Good Society is a book by economist Robert J. Shiller that argues for a more ethical, inclusive, and socially beneficial financial system.
C. The Cost-Benefit Revolution
The Cost-Benefit Revolution is a book by legal scholar Cass Sunstein that argues for the central role of cost-benefit analysis in modern regulation and public policy.
D. 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.
E. Economic Policy: Principles and Design
"Economic Policy: Principles and Design" is a foundational economics book by Jan Tinbergen that systematically develops the theory and methodology of designing and implementing effective economic policies.
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_69ad8587c1bc8190a2595f2c22ee1001`	completed	March 8, 2026, 2:19 p.m.
NER	Named-entity recognition	`batch_69ada6c1341081909793f8d05fddfd5e`	completed	March 8, 2026, 4:41 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69b236039b148190ab581709cfcfcd01`	completed	March 12, 2026, 3:41 a.m.
NEDg	Description generation	`batch_69b239d78e808190b53d2ba93ed0e667`	completed	March 12, 2026, 3:58 a.m.
NED2	Entity disambiguation (via description)	`batch_69b23a4598e481908fc64c5c0bf46427`	completed	March 12, 2026, 4 a.m.

Created at: March 8, 2026, 3:06 p.m.