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.