imagining syntax

← schedopt_design

p22

done · peak unseen_mismatch 91.1

α schedule

α 0.9069 ×25 α 0.9342 ×25 α 0.9877 ×25 α 1.067 ×25 α 1.1718 ×25 α 1.302 ×25 α 1.4574 ×25 α 1.6378 ×25 α 1.8431 ×25 α 2.0734 ×25 α 2.3284 ×25 α 2.6081 ×25 α 2.9124 ×25 α 3.2414 ×25 α 3.5948 ×25 α 3.9727 ×25

direction
ascending
α range
0.9069–3.9727
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 3.9727

seen_* probed at reference α = 1.4 · unseen_* = held-out pairings, uniform (α-independent) · 1000 pairs per condition

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.4 ± 1.649.7 ± 1.249.8 ± 1.549.5 ± 1.7
50 50.4 ± 1.550.0 ± 1.850.3 ± 1.549.5 ± 1.7
75 50.4 ± 1.249.5 ± 1.750.2 ± 1.549.8 ± 1.5
100 50.4 ± 1.950.2 ± 1.450.0 ± 1.249.9 ± 1.5
125 51.4 ± 2.349.1 ± 1.850.7 ± 2.649.2 ± 2.0
150 54.0 ± 9.848.8 ± 3.653.3 ± 9.648.5 ± 3.4
175 58.2 ± 15.245.5 ± 9.758.0 ± 15.246.1 ± 9.3
200 63.5 ± 19.745.8 ± 11.863.8 ± 20.146.4 ± 11.6
225 71.3 ± 22.347.9 ± 14.671.3 ± 22.348.7 ± 14.1
250 78.6 ± 22.351.1 ± 18.277.9 ± 22.851.1 ± 17.5
275 85.8 ± 19.257.7 ± 22.884.9 ± 19.757.3 ± 22.2
300 90.0 ± 18.464.3 ± 27.489.8 ± 18.663.5 ± 27.0
325 93.6 ± 14.272.3 ± 26.492.9 ± 15.471.3 ± 26.4
350 95.7 ± 10.677.7 ± 24.294.8 ± 11.876.7 ± 23.2
375 96.0 ± 9.986.9 ± 17.494.7 ± 10.284.7 ± 16.5
400 96.5 ± 7.894.4 ± 7.894.7 ± 9.191.1 ± 10.2

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