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.