Triple
T23155440
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Jim Highsmith |
E578423
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object | adaptive 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: adaptive software development | Statement: [Jim Highsmith, knownFor, adaptive software development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: adaptive software development Context triple: [Jim Highsmith, knownFor, adaptive 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.
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.
-
C.
Software Design for Flexibility
Software Design for Flexibility is a computer science book that explores techniques and principles for building adaptable, evolvable software systems.
-
D.
Interactive Software Engineering
Interactive Software Engineering was a software company founded by Bertrand Meyer, best known for developing the Eiffel programming language and promoting object-oriented software engineering methods.
-
E.
spiral model of software development
The spiral model of software development is a risk-driven, iterative software process framework that combines elements of design and prototyping in stages to manage uncertainty and refine requirements over successive cycles.
- 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.