Triple
T16067945
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toyota Motor Manufacturing Czech Republic |
E389779
|
entity |
| Predicate | usesManufacturingPhilosophy |
P35199
|
FINISHED |
| Object | Toyota Production System (TPS) |
E83492
|
NE FINISHED |
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: Toyota Production System (TPS) | Statement: [Toyota Motor Manufacturing Czech Republic, usesManufacturingPhilosophy, Toyota Production System (TPS)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Toyota Production System (TPS) Context triple: [Toyota Motor Manufacturing Czech Republic, usesManufacturingPhilosophy, Toyota Production System (TPS)]
-
A.
Toyota Production System
chosen
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.
-
B.
Toyota production network
The Toyota production network is the global manufacturing and supply system through which Toyota coordinates its plants, suppliers, and logistics to produce and distribute vehicles efficiently worldwide.
-
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.
Fordism
Fordism is a system of mass production and industrial management characterized by assembly-line manufacturing, high wages, and standardized products, pioneered in the early 20th century automobile industry.
-
E.
Volkswagen Group production system
The Volkswagen Group production system is the standardized manufacturing and management framework used across Volkswagen’s global plants to optimize efficiency, quality, and flexibility in vehicle production.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69d86daf32ec8190a8c0466c8f49c3c0 |
completed | April 10, 2026, 3:25 a.m. |
| NER | Named-entity recognition | batch_69e21a00f6808190a60939ef7ce727a7 |
completed | April 17, 2026, 11:31 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fffeeb32348190a1896059479c236c |
completed | May 10, 2026, 3:43 a.m. |
Created at: April 10, 2026, 4:57 a.m.