Using design patterns for type unification and introspection in SystemC
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
Reflective environments such as .NET have provided programmers with the ability to gain access to a program structural information with ease. Reflectivity allows program metadata to be accessible at runtime. C++ is perceived by many to be a well-balanced language; it combines elegant software constructs and raw execution speed. Due to C++ success, many hardware engineers are moving away for traditional solution such as VHDL to new ones such as System. Since SystemC is based on C++, it is lacking some of the advanced features and concepts available in modern languages. For this raison, our team has built a system-level modeling environment called Esys.Net that is based on .Net and C#. We are now looking at interoperability avenues between ESys.Net and SystemC. We propose a solution that, through data introspection, could greatly ease interoperability between SystemC and other environments (and tools) such as ESys.Net, while avoiding the RTTI (Run Time Type Information) library.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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