Triple

T7936995
Position Surface form Disambiguated ID Type / Status
Subject Model Driven Architecture E184309 entity
Predicate relatedTo P37 FINISHED
Object Model Driven Engineering
Model Driven Engineering is a software development approach that emphasizes creating and transforming high-level models as primary artifacts to automate and streamline system design and implementation.
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 Engineering | Statement: [Model Driven Architecture, relatedTo, Model Driven Engineering]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Model Driven Engineering
Context triple: [Model Driven Architecture, relatedTo, Model Driven Engineering]
  • 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. The Unified Modeling Language Reference Manual
    The Unified Modeling Language Reference Manual is a comprehensive technical guide that defines and explains the UML standard for modeling software and systems.
  • C. Software & Systems Process Engineering Metamodel
    The Software & Systems Process Engineering Metamodel (SPEM) is an OMG standard modeling language used to define, document, and manage software and systems development processes.
  • D. SysML
    SysML is a standardized modeling language used in systems engineering to specify, analyze, design, and verify complex systems.
  • E. 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.
  • 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 Engineering
Triple: [Model Driven Architecture, relatedTo, Model Driven Engineering]
Generated description
Model Driven Engineering is a software development approach that emphasizes creating and transforming high-level models as primary artifacts to automate and streamline system design and implementation.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Model Driven Engineering
Target entity description: Model Driven Engineering is a software development approach that emphasizes creating and transforming high-level models as primary artifacts to automate and streamline system design and implementation.
  • 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. The Unified Modeling Language Reference Manual
    The Unified Modeling Language Reference Manual is a comprehensive technical guide that defines and explains the UML standard for modeling software and systems.
  • C. Software & Systems Process Engineering Metamodel
    The Software & Systems Process Engineering Metamodel (SPEM) is an OMG standard modeling language used to define, document, and manage software and systems development processes.
  • D. SysML
    SysML is a standardized modeling language used in systems engineering to specify, analyze, design, and verify complex systems.
  • E. 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.
  • 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_69cc564a4fac8190972f9dfa7c026ea8 completed March 31, 2026, 11:18 p.m.
NEDg Description generation batch_69cc5822581481908a143376bee599ec completed March 31, 2026, 11:26 p.m.
NED2 Entity disambiguation (via description) batch_69cc58f549388190ba6c8b41c0820cd6 completed March 31, 2026, 11:29 p.m.
Created at: March 30, 2026, 5:08 p.m.