Mowgli WWW software: improved usability of WWW in mobile WAN environments
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
Today the World-Wide Web is the most widely used distributed application. By utilising the data services of cellular telephone systems such as the digital GSM, WWW can be brought to nomadic users. However, the characteristics of cellular telephone links differ greatly from wire-line links. The narrow bandwidth, highly variable transmission delays, and sudden disconnections create problems for many Internet applications. WWW uses the HTTP and TCP/IP protocols, which exhibit a number of usability and performance problems in wide-area mobile networks. Mowgli WWW, a WWW middleware implementation, exploits several new techniques to solve these problems. Although Mowgli WWW was initially designed for a wireless WAN environment, the techniques are also profitable in fixed networks when slow or high-latency communication links are involved.
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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) | 0.003 | 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