Triple
T23155205
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Lean software development |
E578418
|
entity |
| Predicate | relatedTo |
P37
|
FINISHED |
| Object | Agile software development |
—
|
NE NERFINISHED |
How this triple was built (2 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 | Statement: [Lean software development, relatedTo, Agile software development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Agile software development Context triple: [Lean software development, relatedTo, Agile software development]
-
A.
Agile software development
chosen
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
B.
Agile project management
Agile project management is an iterative, flexible approach to planning and executing work that emphasizes collaboration, customer feedback, and rapid adaptation to change.
-
C.
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.
-
D.
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.
-
E.
Lean software development
Lean software development is an agile methodology that focuses on maximizing customer value while minimizing waste through continuous improvement, fast feedback, and streamlined workflows.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
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.