Triple
T23198821
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Mike Beedle |
E579949
|
entity |
| Predicate | coAuthorOf |
P2389
|
FINISHED |
| Object | Agile Software Development with Scrum |
—
|
NE NERFINISHED |
How this triple was built (3 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: Agile Software Development with Scrum | Statement: [Mike Beedle, coAuthorOf, Agile Software Development with Scrum]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Agile Software Development with Scrum Context triple: [Mike Beedle, coAuthorOf, Agile Software Development with Scrum]
-
A.
Agile Project Management with Scrum
Agile Project Management with Scrum is a foundational book that explains how to apply the Scrum framework to manage and deliver software projects using agile principles.
-
B.
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.
-
C.
Agile Project Management: Creating Innovative Products
"Agile Project Management: Creating Innovative Products" is a influential book by Jim Highsmith that outlines adaptive, iterative approaches to managing projects and delivering innovative products in fast-changing environments.
-
D.
Agile software development
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
E.
Agile Software Development Ecosystems
Agile Software Development Ecosystems is a seminal book by Jim Highsmith that explores agile principles, practices, and organizational environments needed to successfully implement agile methodologies at scale.
- F. None of above. chosen
- G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Agile Software Development with Scrum Target entity description: "Agile Software Development with Scrum" is a foundational book that introduced and popularized the Scrum framework for agile software development, outlining its principles, roles, and practices for managing complex projects.
-
A.
Agile Project Management with Scrum
Agile Project Management with Scrum is a foundational book that explains how to apply the Scrum framework to manage and deliver software projects using agile principles.
-
B.
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.
-
C.
Agile Project Management: Creating Innovative Products
"Agile Project Management: Creating Innovative Products" is a influential book by Jim Highsmith that outlines adaptive, iterative approaches to managing projects and delivering innovative products in fast-changing environments.
-
D.
Agile software development
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
E.
Agile Software Development Ecosystems
Agile Software Development Ecosystems is a seminal book by Jim Highsmith that explores agile principles, practices, and organizational environments needed to successfully implement agile methodologies at scale.
- F. None of above. chosen
Provenance (2 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_69e24600eed08190bd7e5295653a1503 |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f1907835448190aa4fc234d15527c3 |
completed | April 29, 2026, 5 a.m. |
Created at: April 17, 2026, 4:06 p.m.