Why this work is in the frame
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Bibliographic record
Abstract
We look at non-dualisable {0, 1}-valued finite unary algebras with 0 where meet is defined on the algebra and join is partially defined. More specifically, we look at Join Upper Bounded Algebras with unique rows, as well as two types of Join Upper Bounded Algebras with non-unique rows: non-one-double-algebras and one-doubled-algebras. We then determine what tangled functions need to be included for an extension of the algebra to be dualisable. It turns out that just including the tangled functions for non-one-doubled-algebras and one-doubled-algebras is not enough to guarantee dualisability. We then define the additional functions needed for dualisability of the extension. --Leaf i.
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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 | 0.001 | 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 it