Triple

T14692975

Position	Surface form	Disambiguated ID	Type / Status
Subject	Elton Mayo	`E345080`	entity
Predicate	notableWork	`P4`	FINISHED
Object	The Human Problems of an Industrial Civilization The Human Problems of an Industrial Civilization is a seminal work in industrial and organizational psychology that analyzes worker behavior, motivation, and social relations in the workplace, based largely on the famous Hawthorne studies.	`E1114406`	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 Human Problems of an Industrial Civilization | Statement: [Elton Mayo, notableWork, The Human Problems of an Industrial Civilization]

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

Target entity: The Human Problems of an Industrial Civilization
Context triple: [Elton Mayo, notableWork, The Human Problems of an Industrial Civilization]

A. The Great Transformation
The Great Transformation is Karl Polanyi’s influential 1944 book analyzing the rise of market society and its disruptive social and political consequences.
B. The Technological Society
The Technological Society is a seminal 1954 work of social criticism by French philosopher Jacques Ellul that analyzes how modern technological systems come to dominate and shape every aspect of human life and society.
C. The Industrial Society
The Industrial Society is a sociological work by Raymond Aron that analyzes the structures, dynamics, and implications of modern industrialized societies.
D. Mankind at the Turning Point
Mankind at the Turning Point is a 1974 report to the Club of Rome that analyzes global crises through systems modeling and advocates for a balanced, sustainable world development strategy.
E. 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.
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 Human Problems of an Industrial Civilization
Triple: [Elton Mayo, notableWork, The Human Problems of an Industrial Civilization]

Generated description

The Human Problems of an Industrial Civilization is a seminal work in industrial and organizational psychology that analyzes worker behavior, motivation, and social relations in the workplace, based largely on the famous Hawthorne studies.

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

Target entity: The Human Problems of an Industrial Civilization
Target entity description: The Human Problems of an Industrial Civilization is a seminal work in industrial and organizational psychology that analyzes worker behavior, motivation, and social relations in the workplace, based largely on the famous Hawthorne studies.

A. The Great Transformation
The Great Transformation is Karl Polanyi’s influential 1944 book analyzing the rise of market society and its disruptive social and political consequences.
B. The Technological Society
The Technological Society is a seminal 1954 work of social criticism by French philosopher Jacques Ellul that analyzes how modern technological systems come to dominate and shape every aspect of human life and society.
C. The Industrial Society
The Industrial Society is a sociological work by Raymond Aron that analyzes the structures, dynamics, and implications of modern industrialized societies.
D. Mankind at the Turning Point
Mankind at the Turning Point is a 1974 report to the Club of Rome that analyzes global crises through systems modeling and advocates for a balanced, sustainable world development strategy.
E. 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.
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_69d822e34b348190ada4d1cdb6c7c226`	completed	April 9, 2026, 10:06 p.m.
NER	Named-entity recognition	`batch_69deb586e7108190be644db9cf9a4d99`	completed	April 14, 2026, 9:45 p.m.
NED1	Entity disambiguation (via context triple)	`batch_69fde18b4bdc8190b5daf05484de7cd8`	completed	May 8, 2026, 1:13 p.m.
NEDg	Description generation	`batch_69fde5c65ce0819092a385e92243a3c7`	completed	May 8, 2026, 1:31 p.m.
NED2	Entity disambiguation (via description)	`batch_69fde638f42c8190ba56f9e2f4b03090`	completed	May 8, 2026, 1:33 p.m.

Created at: April 10, 2026, 1:28 a.m.