Triple

T13033479

Position	Surface form	Disambiguated ID	Type / Status
Subject	Robert P. Murphy	`E326497`	entity
Predicate	notableWork	`P4`	FINISHED
Object	Lessons for the Young Economist Lessons for the Young Economist is an introductory economics book by Robert P. Murphy that explains core economic principles to beginners, especially younger readers, using clear language and everyday examples.	`E1017844`	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: Lessons for the Young Economist | Statement: [Robert P. Murphy, notableWork, Lessons for the Young Economist]

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

Target entity: Lessons for the Young Economist
Context triple: [Robert P. Murphy, notableWork, Lessons for the Young Economist]

A. Economics: The User’s Guide
Economics: The User’s Guide is an accessible introductory book by economist Ha-Joon Chang that explains key economic ideas, debates, and real-world applications for general readers.
B. Essentials of Economic Theory
Essentials of Economic Theory is a foundational economics text by John Bates Clark that systematically presents his marginal productivity theory of distribution and other core principles of neoclassical economics.
C. An Economist in the Real World
An Economist in the Real World is a book by economist Kaushik Basu that reflects on applying economic theory to real-world policy-making and development challenges, drawing on his experience in government and international institutions.
D. Outlines of Economics
Outlines of Economics is a foundational economics textbook by American economist Richard T. Ely that systematically presents the principles and structure of economic theory.
E. "Principles of Economics"
"Principles of Economics" is a widely used introductory economics textbook by Gregory Mankiw that presents core microeconomic and macroeconomic concepts in an accessible, principles-based framework.
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: Lessons for the Young Economist
Triple: [Robert P. Murphy, notableWork, Lessons for the Young Economist]

Generated description

Lessons for the Young Economist is an introductory economics book by Robert P. Murphy that explains core economic principles to beginners, especially younger readers, using clear language and everyday examples.

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

Target entity: Lessons for the Young Economist
Target entity description: Lessons for the Young Economist is an introductory economics book by Robert P. Murphy that explains core economic principles to beginners, especially younger readers, using clear language and everyday examples.

A. Economics: The User’s Guide
Economics: The User’s Guide is an accessible introductory book by economist Ha-Joon Chang that explains key economic ideas, debates, and real-world applications for general readers.
B. Essentials of Economic Theory
Essentials of Economic Theory is a foundational economics text by John Bates Clark that systematically presents his marginal productivity theory of distribution and other core principles of neoclassical economics.
C. An Economist in the Real World
An Economist in the Real World is a book by economist Kaushik Basu that reflects on applying economic theory to real-world policy-making and development challenges, drawing on his experience in government and international institutions.
D. Outlines of Economics
Outlines of Economics is a foundational economics textbook by American economist Richard T. Ely that systematically presents the principles and structure of economic theory.
E. "Principles of Economics"
"Principles of Economics" is a widely used introductory economics textbook by Gregory Mankiw that presents core microeconomic and macroeconomic concepts in an accessible, principles-based framework.
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_69d8076cc45c81908123123f43e69266`	completed	April 9, 2026, 8:09 p.m.
NER	Named-entity recognition	`batch_69d97effca908190ab89fdb034e02680`	completed	April 10, 2026, 10:51 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69f6cbcf11f88190ab1746f973132af1`	completed	May 3, 2026, 4:15 a.m.
NEDg	Description generation	`batch_69f6cee0a27081909203e3331186b4ca`	completed	May 3, 2026, 4:28 a.m.
NED2	Entity disambiguation (via description)	`batch_69f6cf987f68819084edcd6613832fe8`	completed	May 3, 2026, 4:31 a.m.

Created at: April 9, 2026, 8:54 p.m.