Triple
T9004204
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Brad Cox |
E215102
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
book "Object-Oriented Programming: An Evolutionary Approach"
"Object-Oriented Programming: An Evolutionary Approach" is a foundational computer science book by Brad Cox that helped popularize object-oriented programming concepts and design principles.
|
E770638
|
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: book "Object-Oriented Programming: An Evolutionary Approach" | Statement: [Brad Cox, notableWork, book "Object-Oriented Programming: An Evolutionary Approach"]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: book "Object-Oriented Programming: An Evolutionary Approach" Context triple: [Brad Cox, notableWork, book "Object-Oriented Programming: An Evolutionary Approach"]
-
A.
book "Object-Oriented Modeling and Design"
"Object-Oriented Modeling and Design" is a foundational software engineering textbook that systematically presents object-oriented analysis and design principles, methods, and notations.
-
B.
book "Planning Extreme Programming"
"Planning Extreme Programming" is a software development book that outlines practical strategies for organizing, managing, and implementing Extreme Programming (XP) practices in real-world projects.
-
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.
object-oriented software construction
Object-oriented Software Construction is a foundational book by Bertrand Meyer that systematically presents the principles, methods, and best practices of object-oriented software engineering.
-
E.
Object-Oriented Software Engineering: A Use Case Driven Approach
Object-Oriented Software Engineering: A Use Case Driven Approach is a foundational software engineering textbook by Ivar Jacobson that popularized use-case–driven, object-oriented analysis and design methods.
- 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: book "Object-Oriented Programming: An Evolutionary Approach" Triple: [Brad Cox, notableWork, book "Object-Oriented Programming: An Evolutionary Approach"]
Generated description
"Object-Oriented Programming: An Evolutionary Approach" is a foundational computer science book by Brad Cox that helped popularize object-oriented programming concepts and design principles.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: book "Object-Oriented Programming: An Evolutionary Approach" Target entity description: "Object-Oriented Programming: An Evolutionary Approach" is a foundational computer science book by Brad Cox that helped popularize object-oriented programming concepts and design principles.
-
A.
book "Object-Oriented Modeling and Design"
"Object-Oriented Modeling and Design" is a foundational software engineering textbook that systematically presents object-oriented analysis and design principles, methods, and notations.
-
B.
book "Planning Extreme Programming"
"Planning Extreme Programming" is a software development book that outlines practical strategies for organizing, managing, and implementing Extreme Programming (XP) practices in real-world projects.
-
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.
object-oriented software construction
Object-oriented Software Construction is a foundational book by Bertrand Meyer that systematically presents the principles, methods, and best practices of object-oriented software engineering.
-
E.
Object-Oriented Software Engineering: A Use Case Driven Approach
Object-Oriented Software Engineering: A Use Case Driven Approach is a foundational software engineering textbook by Ivar Jacobson that popularized use-case–driven, object-oriented analysis and design methods.
- 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_69ca83a12d648190b1e4fe11e8a31890 |
completed | March 30, 2026, 2:07 p.m. |
| NER | Named-entity recognition | batch_69cc6959497c8190a748c78504dd2eb6 |
completed | April 1, 2026, 12:39 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cfd0e3f0c88190ae688632be25e5c9 |
completed | April 3, 2026, 2:38 p.m. |
| NEDg | Description generation | batch_69cfd17e5850819087fbb60fdc612fd9 |
completed | April 3, 2026, 2:41 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cfd215204c8190886cc071f100aab6 |
completed | April 3, 2026, 2:43 p.m. |
Created at: March 30, 2026, 7:05 p.m.