Triple
T19118757
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | W. Edwards Deming |
E467979
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object | Total Quality Management |
—
|
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: Total Quality Management | Statement: [W. Edwards Deming, knownFor, Total Quality Management]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Total Quality Management Context triple: [W. Edwards Deming, knownFor, Total Quality Management]
-
A.
Total Quality Management
chosen
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.
-
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.
ISO 9000 family
The ISO 9000 family is a set of international standards that provide guidelines and requirements for establishing, implementing, and improving quality management systems in organizations.
-
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.
ISO 9001
ISO 9001 is an internationally recognized standard that specifies requirements for quality management systems to help organizations consistently meet customer and regulatory requirements.
- 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.