Bibliographic record
Abstract
RESUME.Les grilles de calculs modernes sont devenues particulierement comple xes. Le deploiement et la maintenance des systemes sont des tâches difficiles qui recla ment de nombreux efforts de la part des administrateurs. Nous pensons qu’un reseau pair-a-p air de recouvrement est une base solide pour l’implantation de fonctions de comportements autonomes su r des grilles. Cet article presente la construction d’un outil de surveillance de grilles decentr alise, passant a l’echelle, et efficace. Les composants de cette application negocient autravers d’un reseau pair-a-pair pour fournir un comportement autonome. Notre solution se b ase sur un protocole de bavardages dirige dans un graphe hierarchique, acyclique, et or iente de facon a rapidement disseminer les informations tout en limitant le nombre de messages. L’arch itecture de cette application est detaillee ; ses performances sont presentees et analyse es.
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.
How this classification was reachedexpand
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 | 0.005 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.003 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".