Triple
T7666396
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kent Beck |
E173633
|
entity |
| Predicate | fieldOfWork |
P3
|
FINISHED |
| Object | Extreme Programming |
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 | Statement: [Kent Beck, fieldOfWork, Extreme Programming]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Extreme Programming Context triple: [Kent Beck, fieldOfWork, Extreme Programming]
-
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.
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.
Agile software development
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
D.
Scrum
Scrum is an agile project management framework that organizes work into iterative sprints with defined roles, events, and artifacts to help teams deliver value incrementally.
-
E.
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.
- 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_69c699562484819086752091e3164a27 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c701c1383c8190ab5bf803bd6211a9 |
completed | March 27, 2026, 10:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c89b1fdccc8190a69b4745dc3b2347 |
completed | March 29, 2026, 3:23 a.m. |
Created at: March 27, 2026, 4 p.m.