Evaluating the implicit acquisition of second language vocabulary using a live wallpaper
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
An essential aspect of learning a second language is the acquisition of vocabulary. However, acquiring vocabulary is often a protracted process that requires repeated and spaced exposure; which can be difficult to accommodate given the busyness of daily living. In this paper, we explore if a learner can implicitly acquire second language vocabulary through her explicit interactions with her mobile phone (e.g., navigating multiple home screens) using an interface we developed called Vocabulary Wallpaper. In addition, we examine if the type of vocabulary this technique exposes to the learner, whether it is contextually relevant or contextually-independent will influence the learner's rate of vocabulary acquisition. The results of our study show participants were able to use Vocabulary Wallpaper to increase the number of second language vocabulary that they can recognize and recall and their rate of vocabulary acquisition was significantly greater when presented with a contextually relevant vocabulary than a contextually-independent vocabulary.
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 | 0.001 | 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) | 0.000 | 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 it