Teaching the spelling and pronunciation of Irish through linguistic principles
Bibliographic record
Abstract
En 1850, la moitie de la population d'Irlande avait l'irlandais pour premiere langue. C'est aujourd'hui une langue menacee. Au cours des dernieres decennies, l'orthographe de l'irlandais a ete simplifiee de maniere a rendre la langue plus accessible a ceux qui voulaient l'apprendre en tant que langue seconde. Malgre tout, de nombreux locuteurs de l'irlandais n'atteignent qu'un niveau rudimentaire en lecture et en ecriture, en grande partie a cause du systeme orthographique gaelique tres different de celui de l'anglais. L'A. propose une description des regles de l'orthographe irlandaise et des elements phonetiques a utiliser pour l'enseignement de ces regles
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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 | 0.001 | 0.076 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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 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".