Triple
T6231047
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Ward Cunningham |
E139352
|
entity |
| Predicate | contributedTo |
P37
|
FINISHED |
| Object | Extreme Programming (XP) |
E139362
|
NE FINISHED |
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: Extreme Programming (XP) | Statement: [Ward Cunningham, contributedTo, Extreme Programming (XP)]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Extreme Programming (XP) Context triple: [Ward Cunningham, contributedTo, Extreme Programming (XP)]
-
A.
Extreme Programming (XP)
chosen
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.
-
B.
Agile Manifesto
The Agile Manifesto is a foundational document in software development that outlines core values and principles favoring collaboration, adaptability, and customer-focused iterative delivery over rigid processes and extensive documentation.
-
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.
Team Software Process
Team Software Process is a structured software development methodology designed to help teams plan, track, and improve their engineering practices for higher quality and productivity.
-
E.
The Pragmatic Programmer
The Pragmatic Programmer is a highly influential software development book that offers practical advice, best practices, and philosophical guidance for writing maintainable, high-quality code and growing as a professional programmer.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (3 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_69c008afd3148190b71e9eaa60420dd1 |
completed | March 22, 2026, 3:20 p.m. |
| NER | Named-entity recognition | batch_69c062ec5be4819084d6df2e8dd2a542 |
completed | March 22, 2026, 9:45 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c20de90ba08190be1e0c44b5b13f53 |
completed | March 24, 2026, 4:07 a.m. |
Created at: March 22, 2026, 4:22 p.m.