Triple

T816282
Position Surface form Disambiguated ID Type / Status
Subject Django E17657 entity
Predicate designGoal P79 FINISHED
Object DRY principle
The DRY (Don't Repeat Yourself) principle is a software development guideline that emphasizes reducing repetition by centralizing logic and data to improve maintainability and reduce errors.
 E97054 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: DRY principle | Statement: [Django, designGoal, DRY principle]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: DRY principle
Context triple: [Django, designGoal, DRY principle]
  • A. Occam's razor
    Occam's razor is a philosophical and scientific principle that advises preferring the simplest explanation that adequately accounts for all observed facts.
  • 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. 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. 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. Working Effectively with Legacy Code
    Working Effectively with Legacy Code is a widely respected software engineering book by Michael Feathers that teaches practical techniques for understanding, testing, and safely modifying existing codebases.
  • 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: DRY principle
Triple: [Django, designGoal, DRY principle]
Generated description
The DRY (Don't Repeat Yourself) principle is a software development guideline that emphasizes reducing repetition by centralizing logic and data to improve maintainability and reduce errors.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: DRY principle
Target entity description: The DRY (Don't Repeat Yourself) principle is a software development guideline that emphasizes reducing repetition by centralizing logic and data to improve maintainability and reduce errors.
  • A. Occam's razor
    Occam's razor is a philosophical and scientific principle that advises preferring the simplest explanation that adequately accounts for all observed facts.
  • 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. 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. 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. Working Effectively with Legacy Code
    Working Effectively with Legacy Code is a widely respected software engineering book by Michael Feathers that teaches practical techniques for understanding, testing, and safely modifying existing codebases.
  • 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_69a4937bcaac8190a322524ac6f45a5a completed March 1, 2026, 7:28 p.m.
NER Named-entity recognition batch_69a4ab5157b08190b6c8f2fd455f261e completed March 1, 2026, 9:10 p.m.
NED1 Entity disambiguation (via context triple) batch_69a76d8d1a448190be8494fa2776615a completed March 3, 2026, 11:23 p.m.
NEDg Description generation batch_69a78bd0a1d48190907434a17853dfb1 completed March 4, 2026, 1:33 a.m.
NED2 Entity disambiguation (via description) batch_69a78c3a57d88190a994ed44bcb2d8d1 completed March 4, 2026, 1:34 a.m.
Created at: March 1, 2026, 7:38 p.m.