Slavery on the Northern Frontier: A Stylus Tablet from Vindolanda
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 A Roman stylus tablet discovered at Vindolanda in 2014 preserves the partial text of a deed-of-sale for an enslaved person, only the second such document from Britain. This article presents the results of multiple techniques used to reveal the almost illegible text and proposes a restoration of the format of the document and its lost content, based on more complete examples from Italy and around the Empire. We examine the late first-century archaeological and historical context and suggest that the purchaser is probably the prefect Iulius Verecundus. We consider other possible evidence for the servi of the commanders at Vindolanda, for example in another hard-to-decipher stylus tablet which may be related to their travel. The deed-of-sale provides a new type of testimony for slavery at Vindolanda and adds to knowledge of enslavement in the Roman military.
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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) | 0.000 | 0.001 |
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