Triple

T7666409
Position Surface form Disambiguated ID Type / Status
Subject Kent Beck E173633 entity
Predicate knownFor P22 FINISHED
Object book "Implementation Patterns"
"Implementation Patterns" is a software development book by Kent Beck that explores practical coding styles and design techniques to write clear, maintainable object-oriented code.
 E679902 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: book "Implementation Patterns" | Statement: [Kent Beck, knownFor, book "Implementation Patterns"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: book "Implementation Patterns"
Context triple: [Kent Beck, knownFor, book "Implementation Patterns"]
  • A. the book "Apprenticeship Patterns"
    "Apprenticeship Patterns" is a practical software craftsmanship book that offers concrete patterns and guidance for developers to deliberately grow their skills and careers through an apprenticeship mindset.
  • 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. "Apprenticeship Patterns"
    "Apprenticeship Patterns" is a software craftsmanship book that offers practical guidance and patterns for developers to grow their skills through apprenticeship-style learning and deliberate practice.
  • D. 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.
  • E. The Pragmatic Programmer
    The Pragmatic Programmer is a highly influential software development book that offers practical advice, best practices, and philosophical guidance for writing maintainable, high-quality code and growing as a professional programmer.
  • 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: book "Implementation Patterns"
Triple: [Kent Beck, knownFor, book "Implementation Patterns"]
Generated description
"Implementation Patterns" is a software development book by Kent Beck that explores practical coding styles and design techniques to write clear, maintainable object-oriented code.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: book "Implementation Patterns"
Target entity description: "Implementation Patterns" is a software development book by Kent Beck that explores practical coding styles and design techniques to write clear, maintainable object-oriented code.
  • A. the book "Apprenticeship Patterns"
    "Apprenticeship Patterns" is a practical software craftsmanship book that offers concrete patterns and guidance for developers to deliberately grow their skills and careers through an apprenticeship mindset.
  • 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. "Apprenticeship Patterns"
    "Apprenticeship Patterns" is a software craftsmanship book that offers practical guidance and patterns for developers to grow their skills through apprenticeship-style learning and deliberate practice.
  • D. 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.
  • E. The Pragmatic Programmer
    The Pragmatic Programmer is a highly influential software development book that offers practical advice, best practices, and philosophical guidance for writing maintainable, high-quality code and growing as a professional programmer.
  • 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_69c699562484819086752091e3164a27 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c701c1383c8190ab5bf803bd6211a9 completed March 27, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c89b1fdccc8190a69b4745dc3b2347 completed March 29, 2026, 3:23 a.m.
NEDg Description generation batch_69c89d513af88190b453bf3bf1adcbfb completed March 29, 2026, 3:32 a.m.
NED2 Entity disambiguation (via description) batch_69c89ddd81a88190924d41529e94b06b completed March 29, 2026, 3:34 a.m.
Created at: March 27, 2026, 4 p.m.