Triple

T10894441

Position	Surface form	Disambiguated ID	Type / Status
Subject	Herbert Blumer	`E257269`	entity
Predicate	notableWork	`P4`	FINISHED
Object	Industrialization as an Agent of Social Change "Industrialization as an Agent of Social Change" is a sociological work by Herbert Blumer that analyzes how industrialization transforms social structures, relationships, and cultural patterns.	`E892825`	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: Industrialization as an Agent of Social Change | Statement: [Herbert Blumer, notableWork, Industrialization as an Agent of Social Change]

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

Target entity: Industrialization as an Agent of Social Change
Context triple: [Herbert Blumer, notableWork, Industrialization as an Agent of Social Change]

A. 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.
B. The Industrial Society
The Industrial Society is a sociological work by Raymond Aron that analyzes the structures, dynamics, and implications of modern industrialized societies.
C. Industrialism and Industrial Man
"Industrialism and Industrial Man" is a seminal sociological study co-authored by Clark Kerr that analyzes how industrialization transforms work, organizations, and social structures in modern societies.
D. Class and Class Conflict in Industrial Society
"Class and Class Conflict in Industrial Society" is a seminal sociological work by Ralf Dahrendorf that analyzes modern industrial societies through the lens of power, authority, and class struggle.
E. 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.
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: Industrialization as an Agent of Social Change
Triple: [Herbert Blumer, notableWork, Industrialization as an Agent of Social Change]

Generated description

"Industrialization as an Agent of Social Change" is a sociological work by Herbert Blumer that analyzes how industrialization transforms social structures, relationships, and cultural patterns.

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

Target entity: Industrialization as an Agent of Social Change
Target entity description: "Industrialization as an Agent of Social Change" is a sociological work by Herbert Blumer that analyzes how industrialization transforms social structures, relationships, and cultural patterns.

A. 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.
B. The Industrial Society
The Industrial Society is a sociological work by Raymond Aron that analyzes the structures, dynamics, and implications of modern industrialized societies.
C. Industrialism and Industrial Man
"Industrialism and Industrial Man" is a seminal sociological study co-authored by Clark Kerr that analyzes how industrialization transforms work, organizations, and social structures in modern societies.
D. Class and Class Conflict in Industrial Society
"Class and Class Conflict in Industrial Society" is a seminal sociological work by Ralf Dahrendorf that analyzes modern industrial societies through the lens of power, authority, and class struggle.
E. 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.
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_69d6aa8550c8819095508a2ed9acf3db`	completed	April 8, 2026, 7:20 p.m.
NER	Named-entity recognition	`batch_69d75d0153408190bcba2d9b03d78804`	completed	April 9, 2026, 8:02 a.m.
NED1	Entity disambiguation (via context triple)	`batch_69e15519e620819090e492861de6a567`	completed	April 16, 2026, 9:31 p.m.
NEDg	Description generation	`batch_69e17d3331788190a9ee03fc4c6ca191`	completed	April 17, 2026, 12:22 a.m.
NED2	Entity disambiguation (via description)	`batch_69e1ff5b3d488190a545bee24381d01e`	completed	April 17, 2026, 9:37 a.m.

Created at: April 8, 2026, 9:21 p.m.