Triple

T7006498

Position	Surface form	Disambiguated ID	Type / Status
Subject	Mary Paley Marshall	`E162468`	entity
Predicate	notableWork	`P4`	FINISHED
Object	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.	`E635382`	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: The Economics of Industry | Statement: [Mary Paley Marshall, notableWork, The Economics of Industry]

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

Target entity: The Economics of Industry
Context triple: [Mary Paley Marshall, notableWork, The Economics of Industry]

A. The New Industrial State
The New Industrial State is a landmark economic and social critique by John Kenneth Galbraith that analyzes the power of large corporations and technocratic planning in modern industrial economies.
B. Studies in the Evolution of Industrial Society
Studies in the Evolution of Industrial Society is a scholarly work by economist Richard T. Ely that analyzes the historical development and social consequences of modern industrial capitalism.
C. The Theory of Industrial Organization
The Theory of Industrial Organization is a foundational economics textbook by Jean Tirole that systematically develops modern industrial organization theory using game-theoretic tools.
D. Theory of the Location of Industries
Theory of the Location of Industries is a foundational work in economic geography that develops a model explaining how firms choose industrial locations to minimize costs such as transportation, labor, and agglomeration.
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: The Economics of Industry
Triple: [Mary Paley Marshall, notableWork, The Economics of Industry]

Generated description

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.

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

Target entity: The Economics of Industry
Target entity description: 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.

A. The New Industrial State
The New Industrial State is a landmark economic and social critique by John Kenneth Galbraith that analyzes the power of large corporations and technocratic planning in modern industrial economies.
B. Studies in the Evolution of Industrial Society
Studies in the Evolution of Industrial Society is a scholarly work by economist Richard T. Ely that analyzes the historical development and social consequences of modern industrial capitalism.
C. The Theory of Industrial Organization
The Theory of Industrial Organization is a foundational economics textbook by Jean Tirole that systematically develops modern industrial organization theory using game-theoretic tools.
D. Theory of the Location of Industries
Theory of the Location of Industries is a foundational work in economic geography that develops a model explaining how firms choose industrial locations to minimize costs such as transportation, labor, and agglomeration.
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_69c6885928148190ae31909fbb5e9849`	completed	March 27, 2026, 1:38 p.m.
NER	Named-entity recognition	`batch_69c6dc35cb848190a839919021efce81`	completed	March 27, 2026, 7:36 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69c76a3f5a088190bd0fa2080a8fa648`	completed	March 28, 2026, 5:42 a.m.
NEDg	Description generation	`batch_69c76b67fc48819088ba80f1f84aa2f0`	completed	March 28, 2026, 5:47 a.m.
NED2	Entity disambiguation (via description)	`batch_69c76c46f9308190a7a1f0aa5284cef4`	completed	March 28, 2026, 5:51 a.m.

Created at: March 27, 2026, 2:33 p.m.