Depictions of archery in Sassanian silver plates and their relationship to warfare
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 article provides an examination of archery techniques, such as drawing techniques of the bowstring, the method of grasping the bow grip and placing the arrow, and their relationship to warfare as depicted on 22 Sassanian and early post-Sassanian silver plates. These plates provide useful information on Sassanian archery equipment and techniques. These plates can be categorized into the following categories: (a) foot archery, (b) horse archery, c) dromedary archery and (d) elephant archery. All plates examined in this study depicting these categories are in a hunting milieu. The largest proportion of plates pertain to horse archery which in turn can be classified into four combat subsets: forward-facing horse archery, the backward-firing Parthian shot, horse archery with stirrups, and horse archery while appearing to ride backwards.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| 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) | 0.000 | 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 it