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 |
—
|
NE NERFINISHED |
How this triple was built (3 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.
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 (2 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. |
Created at: April 10, 2026, 12:05 p.m.