Triple

T13526619
Position Surface form Disambiguated ID Type / Status
Subject Taiichi Ohno E323029 entity
Predicate notableWork P4 FINISHED
Object Workplace Management
Workplace Management is a book by Taiichi Ohno that outlines his principles and practices for improving efficiency and productivity in manufacturing and workplace operations.
E1044958 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: Workplace Management | Statement: [Taiichi Ohno, notableWork, Workplace Management]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Workplace Management
Context triple: [Taiichi Ohno, notableWork, Workplace Management]
  • A. Human Resources Administration
    The Human Resources Administration is a New York City government agency responsible for administering public assistance, social services, and support programs for low-income and vulnerable residents.
  • B. Workspace Manager
    Workspace Manager was the graphical file management and application launching environment in NeXTSTEP, providing users with a central interface for organizing and interacting with their system.
  • C. Workplace3.0
    Workplace3.0 is a dedicated exhibition area within Milan’s Salone del Mobile that explores innovative concepts, design solutions, and technologies for contemporary office and work environments.
  • D. Human Resources
    Human Resources is the organizational function responsible for managing employee-related processes such as hiring, training, benefits, compliance, and workplace relations.
  • E. Management and the Worker
    Management and the Worker is a landmark 1939 book by Elton Mayo and colleagues that analyzes the Hawthorne studies and helped establish the human relations movement in industrial and organizational psychology.
  • 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: Workplace Management
Triple: [Taiichi Ohno, notableWork, Workplace Management]
Generated description
Workplace Management is a book by Taiichi Ohno that outlines his principles and practices for improving efficiency and productivity in manufacturing and workplace operations.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Workplace Management
Target entity description: Workplace Management is a book by Taiichi Ohno that outlines his principles and practices for improving efficiency and productivity in manufacturing and workplace operations.
  • A. Human Resources Administration
    The Human Resources Administration is a New York City government agency responsible for administering public assistance, social services, and support programs for low-income and vulnerable residents.
  • B. Workspace Manager
    Workspace Manager was the graphical file management and application launching environment in NeXTSTEP, providing users with a central interface for organizing and interacting with their system.
  • C. Workplace3.0
    Workplace3.0 is a dedicated exhibition area within Milan’s Salone del Mobile that explores innovative concepts, design solutions, and technologies for contemporary office and work environments.
  • D. Human Resources
    Human Resources is the organizational function responsible for managing employee-related processes such as hiring, training, benefits, compliance, and workplace relations.
  • E. Management and the Worker
    Management and the Worker is a landmark 1939 book by Elton Mayo and colleagues that analyzes the Hawthorne studies and helped establish the human relations movement in industrial and organizational psychology.
  • 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_69d80766a21881909f21a1b7421d3b8a completed April 9, 2026, 8:09 p.m.
NER Named-entity recognition batch_69dbafb8e0cc8190b47f6aeb8ced470e completed April 12, 2026, 2:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69f7549dda6481908e9305690488b1af completed May 3, 2026, 1:58 p.m.
NEDg Description generation batch_69f7555173d08190be887e81c148192e completed May 3, 2026, 2:01 p.m.
NED2 Entity disambiguation (via description) batch_69f756773b9c81908250ae7ffc2d8d99 completed May 3, 2026, 2:06 p.m.
Created at: April 9, 2026, 9:44 p.m.