Triple
T3705476
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Dave Hoover |
E80881
|
entity |
| Predicate | hasWritten |
P2831
|
FINISHED |
| Object |
"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.
|
E383073
|
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: "Apprenticeship Patterns" | Statement: [Dave Hoover, hasWritten, "Apprenticeship Patterns"]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: "Apprenticeship Patterns" Context triple: [Dave Hoover, hasWritten, "Apprenticeship 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.
Systems at Work
Systems at Work is a permanent exhibition at the National Postal Museum that explores the processes, technology, and people behind the operation of postal systems.
-
C.
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.
-
D.
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.
-
E.
Metapatterns: Across Space, Time, and Mind
Metapatterns: Across Space, Time, and Mind is a book by biologist Tyler Volk that explores recurring structural and organizational patterns shared across biological, physical, and cognitive systems.
- 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: "Apprenticeship Patterns" Triple: [Dave Hoover, hasWritten, "Apprenticeship Patterns"]
Generated description
"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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: "Apprenticeship Patterns" Target entity description: "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.
-
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.
Systems at Work
Systems at Work is a permanent exhibition at the National Postal Museum that explores the processes, technology, and people behind the operation of postal systems.
-
C.
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.
-
D.
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.
-
E.
Metapatterns: Across Space, Time, and Mind
Metapatterns: Across Space, Time, and Mind is a book by biologist Tyler Volk that explores recurring structural and organizational patterns shared across biological, physical, and cognitive systems.
- 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_69ad8b1793888190a5f70e4b21dc05a1 |
completed | March 8, 2026, 2:43 p.m. |
| NER | Named-entity recognition | batch_69adc54bbfcc8190bec9c16e3749c3b1 |
completed | March 8, 2026, 6:51 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69b4cdfada708190ba6ae04bad52bb2b |
completed | March 14, 2026, 2:54 a.m. |
| NEDg | Description generation | batch_69b4d2be3be4819082c9627099b78e32 |
completed | March 14, 2026, 3:15 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69b4d395336881908a942dd408560a81 |
completed | March 14, 2026, 3:18 a.m. |
Created at: March 8, 2026, 3:33 p.m.