Triple
T7666414
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kent Beck |
E173633
|
entity |
| Predicate | hasWritten |
P2831
|
FINISHED |
| Object |
"Implementation Patterns"
"Implementation Patterns" is a software development book by Kent Beck that distills practical coding techniques and design practices for writing clear, maintainable object-oriented code, particularly in Java.
|
E679904
|
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: "Implementation Patterns" | Statement: [Kent Beck, hasWritten, "Implementation Patterns"]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: "Implementation Patterns" Context triple: [Kent Beck, hasWritten, "Implementation 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.
"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.
-
C.
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.
-
D.
Portland Pattern Repository
Portland Pattern Repository is an early and influential online collection of software design patterns and related discussions, created by Ward Cunningham as part of the first wiki.
-
E.
Agile Software Development, Principles, Patterns, and Practices
"Agile Software Development, Principles, Patterns, and Practices" is a foundational software engineering book by Robert C. Martin that explains agile methodologies through object-oriented design principles, design patterns, and best practices for building maintainable code.
- 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: "Implementation Patterns" Triple: [Kent Beck, hasWritten, "Implementation Patterns"]
Generated description
"Implementation Patterns" is a software development book by Kent Beck that distills practical coding techniques and design practices for writing clear, maintainable object-oriented code, particularly in Java.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: "Implementation Patterns" Target entity description: "Implementation Patterns" is a software development book by Kent Beck that distills practical coding techniques and design practices for writing clear, maintainable object-oriented code, particularly in Java.
-
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.
"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.
-
C.
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.
-
D.
Portland Pattern Repository
Portland Pattern Repository is an early and influential online collection of software design patterns and related discussions, created by Ward Cunningham as part of the first wiki.
-
E.
Agile Software Development, Principles, Patterns, and Practices
"Agile Software Development, Principles, Patterns, and Practices" is a foundational software engineering book by Robert C. Martin that explains agile methodologies through object-oriented design principles, design patterns, and best practices for building maintainable code.
- 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.