Triple
T7936994
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Model Driven Architecture |
E184309
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object |
Model Driven Development
Model Driven Development is a software engineering approach that focuses on creating and transforming high-level abstract models as the primary artifacts in the development process, from which executable code and other outputs are systematically generated.
|
E184309
|
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: Model Driven Development | Statement: [Model Driven Architecture, relatedTo, Model Driven Development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Model Driven Development Context triple: [Model Driven Architecture, relatedTo, Model Driven Development]
-
A.
Model Driven Architecture
Model Driven Architecture is a software design approach defined by the Object Management Group that focuses on creating platform-independent models which can be systematically transformed into platform-specific implementations.
-
B.
Object Modeling Technique
Object Modeling Technique (OMT) is an early object-oriented analysis and design methodology that introduced structured notations for modeling systems, helping lay the groundwork for what became the Unified Modeling Language (UML).
-
C.
Booch method
The Booch method is an early object-oriented analysis and design methodology created by Grady Booch that helped shape modern software modeling practices.
-
D.
Eclipse Modeling Framework
Eclipse Modeling Framework is a widely used modeling and code generation framework for building structured data models and tools within the Eclipse ecosystem.
-
E.
Object-Oriented Software Engineering: A Use Case Driven Approach
Object-Oriented Software Engineering: A Use Case Driven Approach is a foundational software engineering textbook by Ivar Jacobson that popularized use-case–driven, object-oriented analysis and design methods.
- 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: Model Driven Development Triple: [Model Driven Architecture, relatedTo, Model Driven Development]
Generated description
Model Driven Development is a software engineering approach that focuses on creating and transforming high-level abstract models as the primary artifacts in the development process, from which executable code and other outputs are systematically generated.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Model Driven Development Target entity description: Model Driven Development is a software engineering approach that focuses on creating and transforming high-level abstract models as the primary artifacts in the development process, from which executable code and other outputs are systematically generated.
-
A.
Model Driven Architecture
chosen
Model Driven Architecture is a software design approach defined by the Object Management Group that focuses on creating platform-independent models which can be systematically transformed into platform-specific implementations.
-
B.
Object Modeling Technique
Object Modeling Technique (OMT) is an early object-oriented analysis and design methodology that introduced structured notations for modeling systems, helping lay the groundwork for what became the Unified Modeling Language (UML).
-
C.
Booch method
The Booch method is an early object-oriented analysis and design methodology created by Grady Booch that helped shape modern software modeling practices.
-
D.
Eclipse Modeling Framework
Eclipse Modeling Framework is a widely used modeling and code generation framework for building structured data models and tools within the Eclipse ecosystem.
-
E.
Object-Oriented Software Engineering: A Use Case Driven Approach
Object-Oriented Software Engineering: A Use Case Driven Approach is a foundational software engineering textbook by Ivar Jacobson that popularized use-case–driven, object-oriented analysis and design methods.
- F. None of above.
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_69ca8290c21c8190906a5ca6fe2b03c4 |
completed | March 30, 2026, 2:02 p.m. |
| NER | Named-entity recognition | batch_69cb3aef2394819086eea1f6ab117aed |
completed | March 31, 2026, 3:09 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cbe019a094819082baecdcb007c84f |
completed | March 31, 2026, 2:54 p.m. |
| NEDg | Description generation | batch_69cbe4f0e94c8190941794411d7cdde3 |
completed | March 31, 2026, 3:14 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cc3363ba748190b04a4a2cafbb3290 |
completed | March 31, 2026, 8:49 p.m. |
Created at: March 30, 2026, 5:08 p.m.