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
This study offers a comprehensive treatment of the subject of “word play” in the book of Qoheleth. After discussing the problematic nature of the term “word play,” and explaining my preference for the word “punning,” I examine six different types of punning found in Qoheleth. The first, focuses on alliteration, or the repeated use of consonants. The second section collects examples of assonance, or the repeated use of vowel patterns. The third section focuses on illustrations of polysemy; cases in which words bear more than one meaning in a single context. The fourth section, which is related to polysemy, details cases of antanaclasis. Antanaclasis occurs when a word is used multiple times, but with different meanings. In the fifth section, I provide examples of allusive punning, i.e., the use of words or forms that imply by way of similarity of sound another word that does not occur in the text. The sixth section is devoted to instances of numerical punning. After providing the data for each of these devices, I offer some general observations on punning in Qoheleth.
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) | 0.001 | 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