Triple

T7666416
Position Surface form Disambiguated ID Type / Status
Subject Kent Beck E173633 entity
Predicate hasWritten P2831 FINISHED
Object "Smalltalk Best Practice Patterns"
"Smalltalk Best Practice Patterns" is a highly regarded software engineering book by Kent Beck that distills practical, idiomatic techniques for writing clear, maintainable Smalltalk code.
 E679905 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: "Smalltalk Best Practice Patterns" | Statement: [Kent Beck, hasWritten, "Smalltalk Best Practice Patterns"]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: "Smalltalk Best Practice Patterns"
Context triple: [Kent Beck, hasWritten, "Smalltalk Best Practice Patterns"]
  • A. 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.
  • B. On to Smalltalk (programming book)
    "On to Smalltalk" is a programming book by Patrick Henry Winston that introduces and teaches the Smalltalk language and its object-oriented programming concepts.
  • C. "Apprenticeship Patterns"
    "Apprenticeship Patterns" is a software craftsmanship book that offers practical guidance and patterns for developers to grow their skills through apprenticeship-style learning and deliberate practice.
  • D. Squeak programming system
    The Squeak programming system is an open-source, multimedia-capable implementation of the Smalltalk language designed for educational use, rapid prototyping, and exploratory programming.
  • E. the book "Apprenticeship Patterns"
    "Apprenticeship Patterns" is a practical software craftsmanship book that offers concrete patterns and guidance for developers to deliberately grow their skills and careers through an apprenticeship mindset.
  • 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: "Smalltalk Best Practice Patterns"
Triple: [Kent Beck, hasWritten, "Smalltalk Best Practice Patterns"]
Generated description
"Smalltalk Best Practice Patterns" is a highly regarded software engineering book by Kent Beck that distills practical, idiomatic techniques for writing clear, maintainable Smalltalk code.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: "Smalltalk Best Practice Patterns"
Target entity description: "Smalltalk Best Practice Patterns" is a highly regarded software engineering book by Kent Beck that distills practical, idiomatic techniques for writing clear, maintainable Smalltalk code.
  • A. 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.
  • B. On to Smalltalk (programming book)
    "On to Smalltalk" is a programming book by Patrick Henry Winston that introduces and teaches the Smalltalk language and its object-oriented programming concepts.
  • C. "Apprenticeship Patterns"
    "Apprenticeship Patterns" is a software craftsmanship book that offers practical guidance and patterns for developers to grow their skills through apprenticeship-style learning and deliberate practice.
  • D. Squeak programming system
    The Squeak programming system is an open-source, multimedia-capable implementation of the Smalltalk language designed for educational use, rapid prototyping, and exploratory programming.
  • E. the book "Apprenticeship Patterns"
    "Apprenticeship Patterns" is a practical software craftsmanship book that offers concrete patterns and guidance for developers to deliberately grow their skills and careers through an apprenticeship mindset.
  • 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_69c699562484819086752091e3164a27 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c701c1383c8190ab5bf803bd6211a9 completed March 27, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69c89b1fdccc8190a69b4745dc3b2347 completed March 29, 2026, 3:23 a.m.
NEDg Description generation batch_69c89d513af88190b453bf3bf1adcbfb completed March 29, 2026, 3:32 a.m.
NED2 Entity disambiguation (via description) batch_69c89ddd81a88190924d41529e94b06b completed March 29, 2026, 3:34 a.m.
Created at: March 27, 2026, 4 p.m.