Triple
T7666371
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Effective STL |
E173632
|
entity |
| Predicate | partOfSeries |
P1761
|
FINISHED |
| Object | Effective software development series |
E173631
|
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: Effective software development series | Statement: [Effective STL, partOfSeries, Effective software development series]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Effective software development series Context triple: [Effective STL, partOfSeries, Effective software development series]
-
A.
Effective software development series
chosen
Effective software development series is a collection of programming and software engineering books by Scott Meyers that provide practical guidelines and best practices for writing high-quality code.
-
B.
Agile software development
Agile software development is an iterative, collaborative approach to creating software that emphasizes flexibility, customer feedback, and continuous improvement.
-
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.
Clean Code: A Handbook of Agile Software Craftsmanship
Clean Code: A Handbook of Agile Software Craftsmanship is a highly influential software engineering book by Robert C. Martin that teaches principles and practices for writing readable, maintainable, and high-quality code.
-
E.
The Clean Coder
The Clean Coder is a professional guide by Robert C. Martin that focuses on the ethics, discipline, and practices of being a responsible and effective software developer.
- 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.