Samba Yaye’s Tata: Archaeology and History of an Endogenous Fortification in Eastern Senegal
Bibliographic record
Abstract
Abstract In West Africa, research has brought to light the remains of endogenous fortifications, some of which are called tata , built by West African communities during the last centuries of our era. Despite their importance, tata are generally examined only from a historical perspective or approached as components of global facts rather than as an object of study by themselves. As a result, little is known about the structures themselves and their roles in local history. This paper is an archaeological and historical study of a tata in Senegal. We first have a brief knowledge review of tata in the area where the fortifications are known under this name. Then, we present the archaeological and historical study of the tata of Samba Yaye. Finally, we discuss the causes and some technical aspects of the construction of the Samba Yaye tata , while integrating this site into the chrono-cultural sequence of the region.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.003 |
| 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 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".