Triple
T19118755
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | W. Edwards Deming |
E467979
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object | Deming Cycle |
—
|
NE NERFINISHED |
How this triple was built (2 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: Deming Cycle | Statement: [W. Edwards Deming, knownFor, Deming Cycle]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Deming Cycle Context triple: [W. Edwards Deming, knownFor, Deming Cycle]
-
A.
Plan-Do-Check-Act cycle
chosen
The Plan-Do-Check-Act cycle is a continuous quality and environmental management improvement framework that guides organizations through planning, implementing, reviewing, and refining their processes.
-
B.
Six Sigma
Six Sigma is a data-driven methodology and set of tools for process improvement that aims to reduce defects and variability in manufacturing and business operations.
-
C.
Total Quality Management
Total Quality Management is a comprehensive management philosophy focused on continuous improvement, customer satisfaction, and involving all employees in systematically enhancing processes, products, and services.
-
D.
Lean Six Sigma
Lean Six Sigma is a business improvement methodology that combines Lean’s focus on eliminating waste with Six Sigma’s emphasis on reducing process variation to enhance quality, efficiency, and customer satisfaction.
-
E.
Toyota Production System
The Toyota Production System is a pioneering lean manufacturing methodology that emphasizes waste reduction, continuous improvement (kaizen), and just-in-time production to maximize efficiency and quality.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
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.