Taking it up a level: Copy-raising and cascaded tiers of morphosyntactic change
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
Abstract This paper uncovers evidence for two linked levels of morphosyntactic change occurring in Canadian English. The more ordinary is a lexical replacement: with finite subordination after seem, the complementizer like has been overtaking all the alternatives ( as if, as though, that, and Ø ). On top of this, there is a broader syntactic change whereby the entire finite structure (now represented primarily by like ) is beginning to catch on at the expense of infinitival subordination after seem . Drawing on complementary evidence from British English and several partial precedents in the historical linguistics literature, I take this correlation to mean that like has reached sufficient rates among the finite strategy to have instigated the second level of change, to the point that it has ramifications for epistemic and evidential marking with the verb seem . I propose that the best model of these trajectories is a set of increasingly large envelopes of variation, one inside the next, and argue that the envelope might itself be an entity susceptible to change over time.
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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) | 0.001 | 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