Triple

T15451512

Position	Surface form	Disambiguated ID	Type / Status
Subject	Lyndon LaRouche	`E371660`	entity
Predicate	notableWork	`P4`	FINISHED
Object	So, You Wish to Learn All About Economics? "So, You Wish to Learn All About Economics?" is a polemical economics book by political activist Lyndon LaRouche that presents his heterodox views on economic theory and policy.	`E1157251`	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: So, You Wish to Learn All About Economics? | Statement: [Lyndon LaRouche, notableWork, So, You Wish to Learn All About Economics?]

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

Target entity: So, You Wish to Learn All About Economics?
Context triple: [Lyndon LaRouche, notableWork, So, You Wish to Learn All About Economics?]

A. 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.
B. 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.
C. Economics: A Very Short Introduction
"Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
D. One Economics, Many Recipes
One Economics, Many Recipes is a book by economist Dani Rodrik that argues for context-specific economic policies and critiques one-size-fits-all approaches to globalization and development.
E. The Trend of Economics
"The Trend of Economics" is a work by American economist and New Deal policy architect Rexford G. Tugwell that examines the evolution and direction of economic thought and policy in the early 20th century.
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: So, You Wish to Learn All About Economics?
Triple: [Lyndon LaRouche, notableWork, So, You Wish to Learn All About Economics?]

Generated description

"So, You Wish to Learn All About Economics?" is a polemical economics book by political activist Lyndon LaRouche that presents his heterodox views on economic theory and policy.

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

Target entity: So, You Wish to Learn All About Economics?
Target entity description: "So, You Wish to Learn All About Economics?" is a polemical economics book by political activist Lyndon LaRouche that presents his heterodox views on economic theory and policy.

A. 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.
B. 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.
C. Economics: A Very Short Introduction
"Economics: A Very Short Introduction" is a concise introductory book that explains the core principles, methods, and real-world applications of economics for a general audience.
D. One Economics, Many Recipes
One Economics, Many Recipes is a book by economist Dani Rodrik that argues for context-specific economic policies and critiques one-size-fits-all approaches to globalization and development.
E. The Trend of Economics
"The Trend of Economics" is a work by American economist and New Deal policy architect Rexford G. Tugwell that examines the evolution and direction of economic thought and policy in the early 20th century.
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_69d85cc8bd308190886949510b42e764`	completed	April 10, 2026, 2:13 a.m.
NER	Named-entity recognition	`batch_69e03efaf82c81908b464e37ce9c159a`	completed	April 16, 2026, 1:44 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69ff21b1e9688190a283dbc552072ce0`	completed	May 9, 2026, 11:59 a.m.
NEDg	Description generation	`batch_69ff22b9c980819093e05036ba21eaf0`	completed	May 9, 2026, 12:04 p.m.
NED2	Entity disambiguation (via description)	`batch_69ff2339ae808190bf2d4676215399c0`	completed	May 9, 2026, 12:06 p.m.

Created at: April 10, 2026, 3:30 a.m.