Triple

T15799971
Position Surface form Disambiguated ID Type / Status
Subject Apprenticeship Patterns E383072 entity
Predicate subtitle P2765 FINISHED
Object Guidance for the Aspiring Software Craftsman
Guidance for the Aspiring Software Craftsman is a practical handbook that offers patterns, advice, and mindset shifts to help novice and intermediate programmers grow into skilled, disciplined software developers.
E1177234 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: Guidance for the Aspiring Software Craftsman | Statement: [Apprenticeship Patterns, subtitle, Guidance for the Aspiring Software Craftsman]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Guidance for the Aspiring Software Craftsman
Context triple: [Apprenticeship Patterns, subtitle, Guidance for the Aspiring Software Craftsman]
  • A. Manifesto for Software Craftsmanship
    Manifesto for Software Craftsmanship is a foundational document that promotes professionalism, technical excellence, and continuous improvement in software development as a craft.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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: Guidance for the Aspiring Software Craftsman
Triple: [Apprenticeship Patterns, subtitle, Guidance for the Aspiring Software Craftsman]
Generated description
Guidance for the Aspiring Software Craftsman is a practical handbook that offers patterns, advice, and mindset shifts to help novice and intermediate programmers grow into skilled, disciplined software developers.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Guidance for the Aspiring Software Craftsman
Target entity description: Guidance for the Aspiring Software Craftsman is a practical handbook that offers patterns, advice, and mindset shifts to help novice and intermediate programmers grow into skilled, disciplined software developers.
  • A. Manifesto for Software Craftsmanship
    Manifesto for Software Craftsmanship is a foundational document that promotes professionalism, technical excellence, and continuous improvement in software development as a craft.
  • B. 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.
  • C. 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.
  • D. 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.
  • E. 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.
  • 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_69d86da16e188190b89af699f1ed0bfe completed April 10, 2026, 3:25 a.m.
NER Named-entity recognition batch_69e0b4e135b08190b736e77bac5e2bff completed April 16, 2026, 10:07 a.m.
NED1 Entity disambiguation (via context triple) batch_69ff90b08ab48190892c700f5eb261d8 completed May 9, 2026, 7:53 p.m.
NEDg Description generation batch_69ff936cbbc8819097958ac02673a474 completed May 9, 2026, 8:05 p.m.
NED2 Entity disambiguation (via description) batch_69ff93ed15ec8190b9361f7ad4c7e447 completed May 9, 2026, 8:07 p.m.
Created at: April 10, 2026, 4:48 a.m.