Experimental Study of Parallel Downloading Schemes for Internet Mirror Sites
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
A common method used to reduce document retrieval times is the use of content replication i.e., mirror servers. The mirror servers provide several alternate sites to download a specific document and were traditionally used to increase the availability of content. Recently, several studies focused on using multiple mirror sites to concurrently download portions of a document from a set of mirror sites. Following are some of the issues involved in using multiple mirror sites concurrently: (a) selection of the "best" mirror servers from the client, (b) coping with dynamic overloading of the network and servers, and (c) coping with faults. This paper briefly examines two existing schemes for concurrent downloading or parallel-access downloading, or paraloading as it is called. It proposes a third paraloading scheme called the Dynamic Parallel Access. The performance of this scheme is experimentally evaluated. Recommendations for further improvements are also discussed. 1.
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) | 0.005 | 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