Summary of Research on Patterns of Unearthed Ancient Woolen Fabrics in Xinjiang
Bibliographic record
Abstract
The woolen fabrics relics unearthed in Xinjiang have always drawn double attention of domestic and foreign professionals, which have been carrying out a series of research works in the region from the past till nowadays. With the development of the society and the progress of science and technologies, the archeological and cultural relics of Xinjiang have also gradually come to the world, on which the research cooperation between Chinese and foreign professionals also grows. Archeology in Xinjiang fabric relics has also made great achievements. With the devoted work of these experts and scholars, a large number of fabric relics unearthed in Xinjiang have the chance to be presented to the world. Through their research, I have a more comprehensive understanding of the ancient woolen fabrics unearthed in Xinjiang, as well as the patterns, historical and cultural background. It provides technical and artistic guidance on the contents, objectives and scope of the research topics.
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How this classification was reachedexpand
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".