Old sources, new resources: finding the right formula for Boniface
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
Of all the many Anglo-Saxons who travelled to the Continent, some never to return, Boniface, apostle to the Germans, arguably had the deepest and most enduring inuence; for some, he is simply ‘the greatest Englishman’. But aside from Boniface's historical importance there is much of related interest for scholars of Anglo-Saxon literary culture too: not only does a wealth of hagiographical material survive relating to Boniface and his mission, but there remain a number of letters, poems, and other works written by Boniface himself, alongside a wide range of associated texts. Yet while the literary contexts and merits of (for example) Boniface's poetry have been discussed a number of times in recent years, the primary academic focus on the so-called ‘Bonifatian correspondence’ has tended to be historical, rather than literary. Such a focus has tended to privilege those letters with political or administrative implications above those that deal with more domestic or personal issues, yet it is precisely the latter category which shows the less formal aspects of Anglo-Saxon literary culture, and seems to invite closer comparison with a range of other texts. In particular, the innately repetitious and formulaic quality of much of the correspondence has much in common with that of several other areas of Anglo-Saxon literature in both Latin and Old English, whether in prose or verse, and this article seeks to explore those links in detail, in order to offer a broader literary context for the composition of the correspondence as a whole.
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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 | 0.001 | 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