Triple

T249047
Position Surface form Disambiguated ID Type / Status
Subject Addison-Wesley E5101 entity
Predicate hasPublished P80 FINISHED
Object Agile Software Development, Principles, Patterns, and Practices
"Agile Software Development, Principles, Patterns, and Practices" is a foundational software engineering book by Robert C. Martin that explains agile methodologies through object-oriented design principles, design patterns, and best practices for building maintainable code.
E32704 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: Agile Software Development, Principles, Patterns, and Practices | Statement: [Addison-Wesley, hasPublished, Agile Software Development, Principles, Patterns, and Practices]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Agile Software Development, Principles, Patterns, and Practices
Context triple: [Addison-Wesley, hasPublished, Agile Software Development, Principles, Patterns, and Practices]
  • A. Clean Code: A Handbook of Agile Software Craftsmanship
    Clean Code: A Handbook of Agile Software Craftsmanship is a highly influential software engineering book by Robert C. Martin that teaches principles and practices for writing readable, maintainable, and high-quality code.
  • B. Design Patterns: Elements of Reusable Object-Oriented Software
    Design Patterns: Elements of Reusable Object-Oriented Software is a seminal software engineering book by the "Gang of Four" that catalogues foundational object-oriented design patterns widely used in software development.
  • C. Refactoring: Improving the Design of Existing Code
    "Refactoring: Improving the Design of Existing Code" is a seminal software engineering book by Martin Fowler that systematically defines refactoring techniques to improve code structure while preserving behavior.
  • D. Domain-Driven Design: Tackling Complexity in the Heart of Software
    "Domain-Driven Design: Tackling Complexity in the Heart of Software" is a seminal software engineering book by Eric Evans that introduces the domain-driven design approach for managing complexity in large, business-focused software systems.
  • E. The Mythical Man-Month
    The Mythical Man-Month is a classic software engineering book by Fred Brooks that explores the challenges of large-scale software projects and famously argues that adding manpower to a late project makes it later.
  • 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: Agile Software Development, Principles, Patterns, and Practices
Triple: [Addison-Wesley, hasPublished, Agile Software Development, Principles, Patterns, and Practices]
Generated description
"Agile Software Development, Principles, Patterns, and Practices" is a foundational software engineering book by Robert C. Martin that explains agile methodologies through object-oriented design principles, design patterns, and best practices for building maintainable code.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Agile Software Development, Principles, Patterns, and Practices
Target entity description: "Agile Software Development, Principles, Patterns, and Practices" is a foundational software engineering book by Robert C. Martin that explains agile methodologies through object-oriented design principles, design patterns, and best practices for building maintainable code.
  • A. Clean Code: A Handbook of Agile Software Craftsmanship
    Clean Code: A Handbook of Agile Software Craftsmanship is a highly influential software engineering book by Robert C. Martin that teaches principles and practices for writing readable, maintainable, and high-quality code.
  • B. Design Patterns: Elements of Reusable Object-Oriented Software
    Design Patterns: Elements of Reusable Object-Oriented Software is a seminal software engineering book by the "Gang of Four" that catalogues foundational object-oriented design patterns widely used in software development.
  • C. Refactoring: Improving the Design of Existing Code
    "Refactoring: Improving the Design of Existing Code" is a seminal software engineering book by Martin Fowler that systematically defines refactoring techniques to improve code structure while preserving behavior.
  • D. Domain-Driven Design: Tackling Complexity in the Heart of Software
    "Domain-Driven Design: Tackling Complexity in the Heart of Software" is a seminal software engineering book by Eric Evans that introduces the domain-driven design approach for managing complexity in large, business-focused software systems.
  • E. The Mythical Man-Month
    The Mythical Man-Month is a classic software engineering book by Fred Brooks that explores the challenges of large-scale software projects and famously argues that adding manpower to a late project makes it later.
  • 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_69a257c4bf688190a46ebbf411ab7473 completed Feb. 28, 2026, 2:49 a.m.
NER Named-entity recognition batch_69a25d35aa288190966b6e15af1525cb completed Feb. 28, 2026, 3:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69a3765be530819088d680acc6a26a4a completed Feb. 28, 2026, 11:12 p.m.
NEDg Description generation batch_69a376cfa62c8190967fd7477e8440ab completed Feb. 28, 2026, 11:14 p.m.
NED2 Entity disambiguation (via description) batch_69a3772b8a848190b5367ba2e64c6a43 completed Feb. 28, 2026, 11:15 p.m.
Created at: Feb. 28, 2026, 2:54 a.m.