Triple
T3047862
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Toyota Production System |
E83492
|
entity |
| Predicate | influenced |
P9
|
FINISHED |
| Object |
lean product development
Lean product development is a management and engineering approach that applies lean principles to the design and development process to reduce waste, accelerate time-to-market, and maximize customer value.
|
E323025
|
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: lean product development | Statement: [Toyota Production System, influenced, lean product development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: lean product development Context triple: [Toyota Production System, influenced, lean product development]
-
A.
Design Matters
Design Matters is a long-running podcast and interview series hosted by Debbie Millman that explores the creative processes, careers, and philosophies of leading designers, artists, and thinkers.
-
B.
Low Center for Industrial Innovation
The Low Center for Industrial Innovation is a major research and technology facility at Rensselaer Polytechnic Institute that supports advanced engineering, manufacturing, and industrial innovation activities.
-
C.
Centre for Industrial Sustainability
The Centre for Industrial Sustainability is a research centre at the University of Cambridge focused on developing sustainable, resource-efficient industrial systems and business models.
-
D.
Center for Advanced Life Cycle Engineering
The Center for Advanced Life Cycle Engineering is a leading research center specializing in the reliability, prognostics, and life-cycle management of electronic systems and products.
-
E.
SDG 12 Responsible Consumption and Production
SDG 12 Responsible Consumption and Production is a United Nations Sustainable Development Goal that promotes sustainable resource use, reduced waste and pollution, and environmentally sound production and consumption patterns worldwide.
- 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: lean product development Triple: [Toyota Production System, influenced, lean product development]
Generated description
Lean product development is a management and engineering approach that applies lean principles to the design and development process to reduce waste, accelerate time-to-market, and maximize customer value.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: lean product development Target entity description: Lean product development is a management and engineering approach that applies lean principles to the design and development process to reduce waste, accelerate time-to-market, and maximize customer value.
-
A.
Design Matters
Design Matters is a long-running podcast and interview series hosted by Debbie Millman that explores the creative processes, careers, and philosophies of leading designers, artists, and thinkers.
-
B.
Low Center for Industrial Innovation
The Low Center for Industrial Innovation is a major research and technology facility at Rensselaer Polytechnic Institute that supports advanced engineering, manufacturing, and industrial innovation activities.
-
C.
Centre for Industrial Sustainability
The Centre for Industrial Sustainability is a research centre at the University of Cambridge focused on developing sustainable, resource-efficient industrial systems and business models.
-
D.
Center for Advanced Life Cycle Engineering
The Center for Advanced Life Cycle Engineering is a leading research center specializing in the reliability, prognostics, and life-cycle management of electronic systems and products.
-
E.
SDG 12 Responsible Consumption and Production
SDG 12 Responsible Consumption and Production is a United Nations Sustainable Development Goal that promotes sustainable resource use, reduced waste and pollution, and environmentally sound production and consumption patterns worldwide.
- 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_69ad8b24924c8190a9bb6f61d519e4ae |
completed | March 8, 2026, 2:43 p.m. |
| NER | Named-entity recognition | batch_69ad9baed3848190a8351d9c8c4edc79 |
completed | March 8, 2026, 3:54 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b1eef7d1e081908535b7d972a147eb |
completed | March 11, 2026, 10:38 p.m. |
| NEDg | Description generation | batch_69b1f0ad56dc81909c96018e34345fda |
completed | March 11, 2026, 10:46 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69b1f13a34c88190aa829d8d87a5d29b |
completed | March 11, 2026, 10:48 p.m. |
Created at: March 8, 2026, 3:01 p.m.