A Painted <i>Exemplum</i> at Rome's Temple of Liberty
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
In 214 b.c. , the army of Ti. Sempronius Gracchus defeated Hannibal's Carthaginian forces near the town of Beneventum. Gracchus, proconsul with imperium in Apulia, had led his troops from Luceria in the North-East, while Hanno, Hannibal's lieutenant, arrived with his forces from Bruttium in the South, and a pitched battle was fought by the river Calor. The Romans were victorious. According to Livy, the Carthaginian force of more than 18,000 was routed, less than 2,000 survived, and 38 standards were taken; but the truly striking fact about Gracchus' victory is that his army was largely comprised of slaves. This had been necessary, in contradiction of Roman law and custom, following the tragic and massive casualties suffered in the previous years' battles, most famously at Cannae. Exceptional circumstances called for exceptional measures: pueri donned men's armour; libertini were called to serve; criminals, too; then slaves, who were purchased to fight for the state. The status of such troops posed a significant problem, both legally as well as socially, a problem that was to have a long history.
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 | 0.001 | 0.001 |
| 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