Design of an Integrated Hyper Specification Documentation Tool
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
This paper presents an integrated hyper specification documentation (IHSD) methodology and tool for coherent software engineering documentation. The IHSD tool is designed for automatically creating hyperlinks between system conceptual models in UML; formal models in real-time process algebra (RTPA); and code in a programming language. The three types of design documents for a system in UML, RTPA, and C++ program are stored in a standard HTML file format. When a built-in hyperlink in a system model is clicked, the corresponding HTML page in the integrated file is show up. The IHSD method provides a powerful and convenient integration of traditionally separated system design documents by hyperlinks in a coherent environment. Under the support of the IHSD tool, readers can traverse from any point of interested objects to any other ones among the conceptual and formal models of systems as well as corresponding programs. Therefore, the readability and maintainability of large-scale software systems are dramatically improved
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 | 0.000 | 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