Triple
T7666411
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Kent Beck |
E173633
|
entity |
| Predicate | knownFor |
P22
|
FINISHED |
| Object | book "Extreme Programming Explained: Embrace Change" |
E579948
|
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: book "Extreme Programming Explained: Embrace Change" | Statement: [Kent Beck, knownFor, book "Extreme Programming Explained: Embrace Change"]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: book "Extreme Programming Explained: Embrace Change" Context triple: [Kent Beck, knownFor, book "Extreme Programming Explained: Embrace Change"]
-
A.
book "Planning Extreme Programming"
"Planning Extreme Programming" is a software development book that outlines practical strategies for organizing, managing, and implementing Extreme Programming (XP) practices in real-world projects.
-
B.
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.
-
C.
Extreme Programming Explained
chosen
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.
-
D.
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.
-
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_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_69c8a2206664819085c6825e63eadd6f |
completed | March 29, 2026, 3:53 a.m. |
Created at: March 27, 2026, 4 p.m.