Royal Judahite Jar Handles: Reconsidering the Chronology of the<i>lmlk</i>Stamp Impressions
Bibliographic record
Abstract
The paper proposes a new chronology for the lmlk and the the so-called 'private' Judahite stamp impressions. It suggests that the lmlk stamp impression system was introduced in the final quarter of the 8th century BCE when Judah became an Assyrian vassal kingdom, and that it should be interpreted in light of the new economic and administrative policies that became operative in Judah during this period. The paper maintains that the lmlk system persisted and developed after Sennacherib's 701 BCE campaign, reusing old jars from sites not destroyed in the onslaught and also producing new jars with new types of stamp impressions. The paper further suggests that the jars with the so-called private stamp impressions were limited in number and restricted in distribution (primarily to the Shephelah of Judah), and were manufactured for only a short time (from 704–701 BCE) as part of Judah's preparations against the impending Assyrian campaign.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.005 | 0.007 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.011 | 0.002 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".