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 January 2023, the National Institute of Archaeology of the Hungarian National Museum launched a new research programme, the aim of which has been to explore the Somló Hill (Somló-hegy) (Veszprém County), a site neglected by systematic field research focusing on Late Bronze Age (LBA) and Early Iron Age (EIA) inhabitation. Somló Hill was often considered one of the most important EIA power centres in the western part of the Carpathian Basin. However, this notion was based mainly on funerary evidence partially unearthed from nearby burial mounds. Beyond doubt, these burials are associated with a prominent elite in the Ha C Period that maintained long-ranging contacts with communities in the (north)west and south. By contrast, virtually nothing is known about either the extent of the EIA settlement both in geographical and chronological terms, its inner structure, or the activity of the community associated with it. In this paper, we aim to show some of the first results of the field research conducted in the last months on the hill and to introduce the first documented EIA hoard of Somló Hill. The typo-chronological evaluation of the hoard suggests that it was deposited in the Late Hallstatt Period, i.e. the Ha D2–D3 phases.
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 | 0.001 | 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 | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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 it