Triple

T3705473
Position Surface form Disambiguated ID Type / Status
Subject Dave Hoover E80881 entity
Predicate knownFor P22 FINISHED
Object 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.
 E383072 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: the book "Apprenticeship Patterns" | Statement: [Dave Hoover, knownFor, the book "Apprenticeship Patterns"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: the book "Apprenticeship Patterns"
Context triple: [Dave Hoover, knownFor, the book "Apprenticeship Patterns"]
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. The Clean Coder
    The Clean Coder is a professional guide by Robert C. Martin that focuses on the ethics, discipline, and practices of being a responsible and effective software developer.
  • 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: the book "Apprenticeship Patterns"
Triple: [Dave Hoover, knownFor, the book "Apprenticeship Patterns"]
Generated description
"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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: the book "Apprenticeship Patterns"
Target entity description: "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.
  • A. 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.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. The Clean Coder
    The Clean Coder is a professional guide by Robert C. Martin that focuses on the ethics, discipline, and practices of being a responsible and effective software developer.
  • 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_69ad8b1793888190a5f70e4b21dc05a1 completed March 8, 2026, 2:43 p.m.
NER Named-entity recognition batch_69adc54bbfcc8190bec9c16e3749c3b1 completed March 8, 2026, 6:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4cdfada708190ba6ae04bad52bb2b completed March 14, 2026, 2:54 a.m.
NEDg Description generation batch_69b4d2be3be4819082c9627099b78e32 completed March 14, 2026, 3:15 a.m.
NED2 Entity disambiguation (via description) batch_69b4d395336881908a942dd408560a81 completed March 14, 2026, 3:18 a.m.
Created at: March 8, 2026, 3:33 p.m.