The Anatolian Subgroup of Indo-European in the Light of the “Minor” Languages
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
There was early recognition that Hittite was not alone as an Indo-European language of ancient Anatolia, but various factors retarded the impact of the related languages on our conception of the new subfamily and its relationship to the rest of the Indo-European family. New textual discoveries and the efforts of multiple scholars in the four-plus decades after World War II dramatically improved our understanding of the “minor” languages and led to the first serious attempts at reconstructing Proto-Anatolian. The pace of progress in the evidence for and analysis of these languages has only accelerated in the last quarter century, at last enabling a truly pan-Anatolian approach to refining our notion of Proto-Anatolian and its true relationship to Proto-Indo-European/Proto-IndoAnatolian.
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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 | 0.000 | 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