Triple

T249046
Position Surface form Disambiguated ID Type / Status
Subject Addison-Wesley E5101 entity
Predicate hasPublished P80 FINISHED
Object 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.
 E32455 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 Code: A Handbook of Agile Software Craftsmanship | Statement: [Addison-Wesley, hasPublished, Clean Code: A Handbook of Agile Software Craftsmanship]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Clean Code: A Handbook of Agile Software Craftsmanship
Context triple: [Addison-Wesley, hasPublished, Clean Code: A Handbook of Agile Software Craftsmanship]
  • A. IEEE software engineering standards collection
    The IEEE software engineering standards collection is a comprehensive set of internationally recognized guidelines and best practices that define processes, documentation, and quality criteria across the software development lifecycle.
  • B. On Practice
    "On Practice" is a philosophical essay by Mao Zedong that expounds a Marxist theory of knowledge, emphasizing the primacy of practical experience in the formation and testing of ideas.
  • C. IEEE Software
    IEEE Software is a bimonthly peer-reviewed magazine that focuses on software engineering practice, bridging academic research and industry application for software professionals.
  • D. The Example
    The Example is a 17th-century stage comedy by English dramatist James Shirley, reflecting the manners and social intrigues of Caroline-era London.
  • E. The TB12 Method
    The TB12 Method is Tom Brady’s fitness and lifestyle philosophy and program, emphasizing pliability, nutrition, and recovery to support peak athletic performance and longevity.
  • 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 Code: A Handbook of Agile Software Craftsmanship
Triple: [Addison-Wesley, hasPublished, Clean Code: A Handbook of Agile Software Craftsmanship]
Generated description
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.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Clean Code: A Handbook of Agile Software Craftsmanship
Target entity description: 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.
  • A. IEEE software engineering standards collection
    The IEEE software engineering standards collection is a comprehensive set of internationally recognized guidelines and best practices that define processes, documentation, and quality criteria across the software development lifecycle.
  • B. On Practice
    "On Practice" is a philosophical essay by Mao Zedong that expounds a Marxist theory of knowledge, emphasizing the primacy of practical experience in the formation and testing of ideas.
  • C. IEEE Software
    IEEE Software is a bimonthly peer-reviewed magazine that focuses on software engineering practice, bridging academic research and industry application for software professionals.
  • D. The Example
    The Example is a 17th-century stage comedy by English dramatist James Shirley, reflecting the manners and social intrigues of Caroline-era London.
  • E. The TB12 Method
    The TB12 Method is Tom Brady’s fitness and lifestyle philosophy and program, emphasizing pliability, nutrition, and recovery to support peak athletic performance and longevity.
  • 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_69a257c4bf688190a46ebbf411ab7473 completed Feb. 28, 2026, 2:49 a.m.
NER Named-entity recognition batch_69a25d35aa288190966b6e15af1525cb completed Feb. 28, 2026, 3:12 a.m.
NED1 Entity disambiguation (via context triple) batch_69a37371d2548190a71a1b15d6f9ce3c completed Feb. 28, 2026, 11 p.m.
NEDg Description generation batch_69a373f650588190af71549fb7df4ae6 completed Feb. 28, 2026, 11:02 p.m.
NED2 Entity disambiguation (via description) batch_69a374a737f88190a4b2d838db12cc4e completed Feb. 28, 2026, 11:05 p.m.
Created at: Feb. 28, 2026, 2:54 a.m.