Triple

T1565519
Position Surface form Disambiguated ID Type / Status
Subject The Pragmatic Programmer E33423 entity
Predicate influenced P9 FINISHED
Object software craftsmanship movement
The software craftsmanship movement is a professional ethos in software development that emphasizes mastery, clean code, and continuous improvement, treating programming as a skilled craft rather than just a technical job.
E177026 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: software craftsmanship movement | Statement: [The Pragmatic Programmer, influenced, software craftsmanship movement]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: software craftsmanship movement
Context triple: [The Pragmatic Programmer, influenced, software craftsmanship movement]
  • 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. 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. 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. 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. 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.
  • 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: software craftsmanship movement
Triple: [The Pragmatic Programmer, influenced, software craftsmanship movement]
Generated description
The software craftsmanship movement is a professional ethos in software development that emphasizes mastery, clean code, and continuous improvement, treating programming as a skilled craft rather than just a technical job.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: software craftsmanship movement
Target entity description: The software craftsmanship movement is a professional ethos in software development that emphasizes mastery, clean code, and continuous improvement, treating programming as a skilled craft rather than just a technical job.
  • 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. 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. 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. 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. 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.
  • 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_69a885f11b048190935025a035302715 completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69aa621242188190a7e1deeada7688d8 completed March 6, 2026, 5:11 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad3719dfdc819085511f96f9f92dba completed March 8, 2026, 8:45 a.m.
NEDg Description generation batch_69ad37d59e94819085504ea25dfa8311 completed March 8, 2026, 8:48 a.m.
NED2 Entity disambiguation (via description) batch_69ad382b126c8190a308415bd6c4264b completed March 8, 2026, 8:49 a.m.
Created at: March 4, 2026, 7:27 p.m.