Triple
T7678718
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John T. Dunlop |
E173931
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Industrial Relations Systems
Industrial Relations Systems is a foundational work in labor economics and industrial relations that presents John T. Dunlop’s influential systems framework for understanding the interactions among workers, employers, and government in the regulation of the workplace.
|
E681404
|
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: Industrial Relations Systems | Statement: [John T. Dunlop, notableWork, Industrial Relations Systems]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Industrial Relations Systems Context triple: [John T. Dunlop, notableWork, Industrial Relations Systems]
-
A.
Master of Human Resources and Industrial Relations
The Master of Human Resources and Industrial Relations is a graduate degree program that prepares students for advanced careers in managing workforce relations, organizational staffing, compensation, and labor-management issues in both private and public sector organizations.
-
B.
Industrial Democracy
Industrial Democracy is a seminal 1897 work of labor and social theory by Sidney and Beatrice Webb that analyzes trade unions, collective bargaining, and worker participation in industrial management.
-
C.
Principles and Methods of Industrial Peace
Principles and Methods of Industrial Peace is an influential early 20th-century economic treatise by Arthur Cecil Pigou that analyzes the causes of industrial conflict and explores strategies for achieving harmonious labor relations.
-
D.
Master of Industrial and Labor Relations
The Master of Industrial and Labor Relations is a specialized graduate degree focused on employment relations, human resources, labor law, and organizational behavior, preparing students for leadership roles in managing workplace and labor issues.
-
E.
FE Industrial and Systems
FE Industrial and Systems is a discipline-specific version of the Fundamentals of Engineering exam focused on industrial and systems engineering principles and practices.
- 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: Industrial Relations Systems Triple: [John T. Dunlop, notableWork, Industrial Relations Systems]
Generated description
Industrial Relations Systems is a foundational work in labor economics and industrial relations that presents John T. Dunlop’s influential systems framework for understanding the interactions among workers, employers, and government in the regulation of the workplace.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Industrial Relations Systems Target entity description: Industrial Relations Systems is a foundational work in labor economics and industrial relations that presents John T. Dunlop’s influential systems framework for understanding the interactions among workers, employers, and government in the regulation of the workplace.
-
A.
Master of Human Resources and Industrial Relations
The Master of Human Resources and Industrial Relations is a graduate degree program that prepares students for advanced careers in managing workforce relations, organizational staffing, compensation, and labor-management issues in both private and public sector organizations.
-
B.
Industrial Democracy
Industrial Democracy is a seminal 1897 work of labor and social theory by Sidney and Beatrice Webb that analyzes trade unions, collective bargaining, and worker participation in industrial management.
-
C.
Principles and Methods of Industrial Peace
Principles and Methods of Industrial Peace is an influential early 20th-century economic treatise by Arthur Cecil Pigou that analyzes the causes of industrial conflict and explores strategies for achieving harmonious labor relations.
-
D.
Master of Industrial and Labor Relations
The Master of Industrial and Labor Relations is a specialized graduate degree focused on employment relations, human resources, labor law, and organizational behavior, preparing students for leadership roles in managing workplace and labor issues.
-
E.
FE Industrial and Systems
FE Industrial and Systems is a discipline-specific version of the Fundamentals of Engineering exam focused on industrial and systems engineering principles and practices.
- 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_69c6995703e0819081de77361b602e78 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c701fd18d88190888144a7d0f228d9 |
completed | March 27, 2026, 10:17 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c8a248750481908f0de08aee78c9ba |
completed | March 29, 2026, 3:53 a.m. |
| NEDg | Description generation | batch_69c8a2fd5a348190a952f6cc3e622474 |
completed | March 29, 2026, 3:56 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c8a3a570948190ba733c3c858d4bfd |
completed | March 29, 2026, 3:59 a.m. |
Created at: March 27, 2026, 4:01 p.m.