Triple
T7665054
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Factory Method |
E173604
|
entity |
| Predicate | belongsToCategory |
P87
|
FINISHED |
| Object | Gang of Four design patterns |
E32448
|
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: Gang of Four design patterns | Statement: [Factory Method, belongsToCategory, Gang of Four design patterns]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Gang of Four design patterns Context triple: [Factory Method, belongsToCategory, Gang of Four design patterns]
-
A.
Design Patterns: Elements of Reusable Object-Oriented Software
chosen
Design Patterns: Elements of Reusable Object-Oriented Software is a seminal software engineering book by the "Gang of Four" that catalogues foundational object-oriented design patterns widely used in software development.
-
B.
"Apprenticeship Patterns"
"Apprenticeship Patterns" is a software craftsmanship book that offers practical guidance and patterns for developers to grow their skills through apprenticeship-style learning and deliberate practice.
-
C.
SOLID principles
SOLID principles are a set of five foundational object-oriented design guidelines that promote maintainable, flexible, and scalable software architectures.
-
D.
the book "Apprenticeship Patterns"
"Apprenticeship Patterns" is a practical software craftsmanship book that offers concrete patterns and guidance for developers to deliberately grow their skills and careers through an apprenticeship mindset.
-
E.
Design by Contract
Design by Contract is a software development methodology that treats software components as parties to a formal agreement, specifying precise obligations, benefits, and invariants to improve correctness and reliability.
- 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_69c701bfb67c81908b416802eaf0faac |
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.