Case studies on translation of RTPA specifications into Java programs
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Bibliographic record
Abstract
The real-time process algebra (RTPA) is a practical formal method that describes a software system, especially a real-time system, as a set of processes. RTPA can be used for system architectural specification, as well as for system static and dynamic behavior specifications. This paper presents a set of case studies on the generation of code based on RTPA specifications. The purpose of this work is to pilot the new approach and to test the feasibility of translation from RTPA specifications into Java programs. A set of fundamental abstract data types (ADTs) has been chosen in the case studies. The results demonstrate that code generation based on RTPA specifications is an encouraging and practical approach that supports precise code generation. As RTPA technologies provide an algebraic-based textual notation, it opens the way of automated translation from formal RTPA specifications into code in modem programming languages.
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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 | 0.000 | 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