Triple

T19118779
Position Surface form Disambiguated ID Type / Status
Subject W. Edwards Deming E467979 entity
Predicate notableWork P4 FINISHED
Object Quality, Productivity, and Competitive Position
"Quality, Productivity, and Competitive Position" is a seminal book by W. Edwards Deming that outlines his management philosophy for improving organizational performance through quality-focused practices.
E1359292 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: Quality, Productivity, and Competitive Position | Statement: [W. Edwards Deming, notableWork, Quality, Productivity, and Competitive Position]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Quality, Productivity, and Competitive Position
Context triple: [W. Edwards Deming, notableWork, Quality, Productivity, and Competitive Position]
  • A. Competitive Advantage: Creating and Sustaining Superior Performance
    "Competitive Advantage: Creating and Sustaining Superior Performance" is a foundational business strategy book by Michael Porter that explains how firms can achieve and maintain superior performance through cost leadership, differentiation, and value chain analysis.
  • B. Scaling Up Excellence
    Scaling Up Excellence is a business and management book by Robert I. Sutton (with co-author Huggy Rao) that explores how organizations can effectively grow and spread high-performance practices without losing their core values and standards.
  • C. Competitive Edge
    Competitive Edge is an American Thoroughbred racehorse and stallion known for his graded stakes-winning speed and subsequent stud career in Kentucky.
  • D. Reports on the relation of corporate combinations to productivity
    "Reports on the relation of corporate combinations to productivity" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how business consolidations and trusts affect industrial efficiency and economic performance.
  • E. Competition and Entrepreneurship
    Competition and Entrepreneurship is a seminal book in Austrian economics that analyzes how entrepreneurial discovery drives market processes, coordination, and competition.
  • 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: Quality, Productivity, and Competitive Position
Triple: [W. Edwards Deming, notableWork, Quality, Productivity, and Competitive Position]
Generated description
"Quality, Productivity, and Competitive Position" is a seminal book by W. Edwards Deming that outlines his management philosophy for improving organizational performance through quality-focused practices.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Quality, Productivity, and Competitive Position
Target entity description: "Quality, Productivity, and Competitive Position" is a seminal book by W. Edwards Deming that outlines his management philosophy for improving organizational performance through quality-focused practices.
  • A. Competitive Advantage: Creating and Sustaining Superior Performance
    "Competitive Advantage: Creating and Sustaining Superior Performance" is a foundational business strategy book by Michael Porter that explains how firms can achieve and maintain superior performance through cost leadership, differentiation, and value chain analysis.
  • B. Scaling Up Excellence
    Scaling Up Excellence is a business and management book by Robert I. Sutton (with co-author Huggy Rao) that explores how organizations can effectively grow and spread high-performance practices without losing their core values and standards.
  • C. Competitive Edge
    Competitive Edge is an American Thoroughbred racehorse and stallion known for his graded stakes-winning speed and subsequent stud career in Kentucky.
  • D. Reports on the relation of corporate combinations to productivity
    "Reports on the relation of corporate combinations to productivity" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how business consolidations and trusts affect industrial efficiency and economic performance.
  • E. Competition and Entrepreneurship
    Competition and Entrepreneurship is a seminal book in Austrian economics that analyzes how entrepreneurial discovery drives market processes, coordination, and competition.
  • 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_69d8dd06a26481908039e2a1bae8c597 completed April 10, 2026, 11:20 a.m.
NER Named-entity recognition batch_69e5e3c756a88190942930e6ae7242a7 completed April 20, 2026, 8:28 a.m.
NED1 Entity disambiguation (via context triple) batch_6a05e671f2988190a74d53989124026b completed May 14, 2026, 3:12 p.m.
NEDg Description generation batch_6a05e9406ba48190a50f4ea6b413e1f4 completed May 14, 2026, 3:24 p.m.
NED2 Entity disambiguation (via description) batch_6a05e9c0d35081909b6ce3c287af5d5f completed May 14, 2026, 3:26 p.m.
Created at: April 10, 2026, 12:05 p.m.