Triple

T1531676
Position Surface form Disambiguated ID Type / Status
Subject Clean Code: A Handbook of Agile Software Craftsmanship E32455 entity
Predicate relatedWork P37 FINISHED
Object Clean Architecture
Clean Architecture is a software design philosophy and set of principles, popularized by Robert C. Martin, that emphasizes separation of concerns, testability, and independence from frameworks, databases, and user interfaces.
E173638 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: Clean Architecture | Statement: [Clean Code: A Handbook of Agile Software Craftsmanship, relatedWork, Clean Architecture]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Clean Architecture
Context triple: [Clean Code: A Handbook of Agile Software Craftsmanship, relatedWork, Clean Architecture]
  • 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. Domain-Driven Design: Tackling Complexity in the Heart of Software
    "Domain-Driven Design: Tackling Complexity in the Heart of Software" is a seminal software engineering book by Eric Evans that introduces the domain-driven design approach for managing complexity in large, business-focused software systems.
  • C. 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.
  • D. 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.
  • E. 360 Architecture
    360 Architecture was a Kansas City–based architectural firm known for designing major sports venues and large-scale entertainment facilities, including MetLife Stadium.
  • 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: Clean Architecture
Triple: [Clean Code: A Handbook of Agile Software Craftsmanship, relatedWork, Clean Architecture]
Generated description
Clean Architecture is a software design philosophy and set of principles, popularized by Robert C. Martin, that emphasizes separation of concerns, testability, and independence from frameworks, databases, and user interfaces.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Clean Architecture
Target entity description: Clean Architecture is a software design philosophy and set of principles, popularized by Robert C. Martin, that emphasizes separation of concerns, testability, and independence from frameworks, databases, and user interfaces.
  • 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. Domain-Driven Design: Tackling Complexity in the Heart of Software
    "Domain-Driven Design: Tackling Complexity in the Heart of Software" is a seminal software engineering book by Eric Evans that introduces the domain-driven design approach for managing complexity in large, business-focused software systems.
  • C. 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.
  • D. 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.
  • E. 360 Architecture
    360 Architecture was a Kansas City–based architectural firm known for designing major sports venues and large-scale entertainment facilities, including MetLife Stadium.
  • 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_69a885ea86308190998f6bc14bb91f8e completed March 4, 2026, 7:20 p.m.
NER Named-entity recognition batch_69a90816b5e88190aa92a8558e35744b completed March 5, 2026, 4:35 a.m.
NED1 Entity disambiguation (via context triple) batch_69ad2957e6e4819087504a16bc32d60b completed March 8, 2026, 7:46 a.m.
NEDg Description generation batch_69ad2a18a79c81908f04ba9aa55d52a0 completed March 8, 2026, 7:49 a.m.
NED2 Entity disambiguation (via description) batch_69ad2a8deae8819095731fdd1b4bd310 completed March 8, 2026, 7:51 a.m.
Created at: March 4, 2026, 7:26 p.m.