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
Abstract Listening comprehension is crucial for second language (L2) communication and acquisition. However, it has received less attention than reading, given the transient nature of speech signals and the intangible cognitive processes involved in it. The current study investigates how Chinese L2 learners process implied meanings in listening comprehension and whether heritage language learning affects the comprehension of implied meanings. Quantitative and qualitative data were collected from 22 heritage and 24 non‐heritage Chinese learners employing an implied meaning test and the stimulated recall procedure. Results show that Chinese L2 learners in this study exhibited relatively strong abilities in understanding implied meanings in listening, and that heritage learners outperformed non‐heritage language learners in comprehension of implied meanings. Background knowledge and semantic clues were found to be positively related to the accuracy in comprehending implied meanings. Pedagogical implications are provided in light of the study's findings.
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) | 0.002 | 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