Triple
T17675879
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | TDD |
E440641
|
entity |
| Predicate | fullName |
P16
|
FINISHED |
| Object | Test-Driven 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: Test-Driven Development | Statement: [TDD, fullName, Test-Driven Development]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Test-Driven Development Context triple: [TDD, fullName, Test-Driven Development]
-
A.
TDD
chosen
TDD (Test-Driven Development) is a software development practice where automated tests are written before the production code, guiding design and ensuring continuous verification of functionality.
-
B.
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.
-
C.
book "Test-Driven Development: By Example"
"Test-Driven Development: By Example" is a foundational software engineering book that popularized and systematically teaches the practice of test-driven development through practical, step-by-step coding examples.
-
D.
Extreme Programming (XP)
Extreme Programming (XP) is an agile software development methodology that emphasizes frequent releases, close customer collaboration, continuous testing, and the flexibility to adapt to changing requirements.
-
E.
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.
- 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_69d8b9e940b081908b862bb0e6e89b0d |
completed | April 10, 2026, 8:50 a.m. |
| NER | Named-entity recognition | batch_69e46f6cca54819094ea0bed1517724e |
completed | April 19, 2026, 6 a.m. |
Created at: April 10, 2026, 10 a.m.