Bibliographic record
Abstract
This paper explores how the domain of vowel harmony can be affected by conditions involving minimality and the requirement for an onset within optimality theory (OT) framework. This work is based on the description and analysis of vowel harmony in Fungwa, an endangered Kainji, Benue-Congo (Niger state, Nigeria) language. In Fungwa, the root vowels trigger backness harmony which targets the vowels of onsetful prefixes and clitics. However, this harmony does not target vowels of onsetless prefixes. In this work, I argue that prosodic word (PWd) is the domain vowel harmony, a minimality condition and an onset condition. The vowel of the onsetful prefixes and clitics undergoing harmony is as a result of the minimality condition which dictates the occurence of the onsetful prefixes and clitics in the PWd. However, the onset condition on PWd results in the misalignment of the onsetless prefixes with the PWd, which is the domain of harmony.
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.
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 | 0.000 |
| 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 | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".