Exploiting Roles and Responsibilities to Generate Code in a Distributed Design-Pattern-Based Programming System.
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
The implementation of a design pattern can be viewed as a process of selecting classes to play the roles needed by the pattern. To ensure that a class can play a role, each role has a set of responsibilities associated with it. When all responsibilities are satisfied, the pattern implementation is complete. Normally a programmer must write code for the responsibilities. However, the implementation of responsibilities can often be derived from information in the application or from user input, and then automatically generated. This paper describes a new approach that uses roles and responsibilities to generate code for an almost-complete application architecture in a pattern-based framework, leaving only application-specific code for the developer. We demonstrate this approach using RMA, an Eclipse plugin for writing Java 2 Enterprise Edition (J2EE) applications based on an existing J2EE framework.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it