TYPES OF MEMORY CODES IN IMMEDIATE SERIAL VERBAL RECALL OF ARABIC: NVESTIGATION OF PHONOLOGICAL AND VISUAL SIMILARITY EFFECTS
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
The study aims at exploring the role of the phonological and visual codes in temporary serial recall of Arabic letters .Native speakers of Arabic were asked to recall four lists of letters which varied in their degree of visual and phonological similarity. Results indicated effect of visual and phonological similarity on immediate serial recall. The results not only confirm phonological encoding to be a basic process in shortterm recall of verbal stimuli in a language other than English, but also lend support to the growing evidence of visual encoding in short-term memory. Results were discussed in the light of the working memory model, and Arabic language orthography.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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