Triple

T9635170
Position Surface form Disambiguated ID Type / Status
Subject Michael Feathers E232909 entity
Predicate notableWork P4 FINISHED
Object Working Effectively with Legacy Code E32705 NE FINISHED

How this triple was built (2 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: Working Effectively with Legacy Code | Statement: [Michael Feathers, notableWork, Working Effectively with Legacy Code]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Working Effectively with Legacy Code
Context triple: [Michael Feathers, notableWork, Working Effectively with Legacy Code]
  • A. Working Effectively with Legacy Code chosen
    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.
  • B. 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.
  • C. 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.
  • D. The Elements of Programming Style
    The Elements of Programming Style is a classic software engineering book that promotes clear, concise, and readable code through practical examples and principles.
  • 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.
  • G. Unsure - the case is ambiguous/there is not enough information to decide.

Provenance (3 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_69ca848940cc8190b97cec654cb3bb4a completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd9b2a0e2c8190ab5aaa223b1e1cde completed April 1, 2026, 10:24 p.m.
NED1 Entity disambiguation (via context triple) batch_69d18237e2608190a3e7d45231a35efd completed April 4, 2026, 9:27 p.m.
Created at: March 30, 2026, 8:11 p.m.