Oral Fluency: The Neglected Component in the Communicative Language Classroom
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
In this paper, we argue that current instructional ESL resources must be supplemented to facilitate the effective development of learners’ oral fluency. We summarize some of the pertinent literature on L2 fluency and report the results of a survey of fluency activities (free production, rehearsal/repetition, consciousness-raising, and use of formulaic sequences and fillers) found in 28 ESL learner texts and 14 teacher resource materials. The findings indicated a heavy emphasis on free-production tasks in both learner and teacher resource books, with less focus on the use of formulaic sequences, rehearsal, and repetition. Learner texts were sorely lacking in consciousness-raising activities; furthermore, fewer than half of the teacher resource books included these. We describe types of oral fluency instruction that can be integrated into L2 classes to address these deficiencies. Finally, we propose contact activities to assist learners in developing fluency outside their ESL courses, and suggestions for research.
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 | 0.001 |
| 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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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