Triple
T23155450
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jim Highsmith |
E578423
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object | Agile Software Development Ecosystems |
—
|
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 Ecosystems | Statement: [Jim Highsmith, notableWork, Agile Software Development Ecosystems]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Agile Software Development Ecosystems Context triple: [Jim Highsmith, notableWork, Agile Software Development Ecosystems]
-
A.
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.
-
B.
Agile software development
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
C.
A Discipline for Software Engineering
"A Discipline for Software Engineering" is a book by Watts S. Humphrey that introduces and explains the Personal Software Process (PSP), a structured methodology for individual software engineers to improve the quality and predictability of their work.
-
D.
Clean Agile: Back to Basics
Clean Agile: Back to Basics is a book by Robert C. Martin that revisits and clarifies the core principles and practices of Agile software development.
-
E.
Extreme Programming Explained
Extreme Programming Explained is a foundational book by Kent Beck that introduces and details the principles, practices, and philosophy of the Extreme Programming (XP) agile software development methodology.
- 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 Ecosystems Target entity description: 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.
-
A.
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.
-
B.
Agile software development
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
C.
A Discipline for Software Engineering
"A Discipline for Software Engineering" is a book by Watts S. Humphrey that introduces and explains the Personal Software Process (PSP), a structured methodology for individual software engineers to improve the quality and predictability of their work.
-
D.
Clean Agile: Back to Basics
Clean Agile: Back to Basics is a book by Robert C. Martin that revisits and clarifies the core principles and practices of Agile software development.
-
E.
Extreme Programming Explained
Extreme Programming Explained is a foundational book by Kent Beck that introduces and details the principles, practices, and philosophy of the Extreme Programming (XP) agile software development methodology.
- 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_69e245fb8de081908f0eba7b5fd75bc4 |
completed | April 17, 2026, 2:38 p.m. |
| NER | Named-entity recognition | batch_69f18efca1f081908ff1c34ba25f40c3 |
completed | April 29, 2026, 4:54 a.m. |
Created at: April 17, 2026, 4:01 p.m.