imagining syntax

← schedopt_design

p19

done · peak unseen_mismatch 86.6

α schedule

α 4.0804 ×25 α 3.9594 ×25 α 3.824 ×25 α 3.6796 ×25 α 3.5286 ×25 α 3.3722 ×25 α 3.2113 ×25 α 3.0465 ×25 α 2.8782 ×25 α 2.7068 ×25 α 2.5325 ×25 α 2.3557 ×25 α 2.1764 ×25 α 1.9949 ×25 α 1.8113 ×25 α 1.6257 ×25

direction
descending
α range
1.6257–4.0804
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 1.6257

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.9 ± 1.350.4 ± 1.749.8 ± 1.549.4 ± 1.9
50 51.4 ± 1.550.3 ± 1.750.0 ± 1.149.9 ± 1.6
75 52.6 ± 2.250.2 ± 1.750.7 ± 1.349.4 ± 1.6
100 58.3 ± 7.656.1 ± 4.552.8 ± 4.351.1 ± 2.8
125 70.3 ± 11.167.0 ± 10.459.8 ± 9.557.4 ± 8.3
150 79.6 ± 7.177.0 ± 6.766.4 ± 8.663.4 ± 7.4
175 84.3 ± 4.781.7 ± 4.369.8 ± 8.666.7 ± 8.4
200 86.5 ± 3.184.2 ± 3.370.8 ± 6.768.3 ± 6.6
225 88.4 ± 2.686.1 ± 2.572.5 ± 5.669.9 ± 5.8
250 90.0 ± 2.387.9 ± 2.173.6 ± 5.171.1 ± 4.9
275 91.8 ± 2.090.0 ± 1.576.6 ± 5.074.0 ± 4.5
300 93.3 ± 1.691.4 ± 2.079.7 ± 4.776.4 ± 4.9
325 94.6 ± 1.193.1 ± 1.381.5 ± 3.578.0 ± 4.9
350 96.2 ± 0.994.5 ± 1.385.2 ± 3.781.3 ± 3.8
375 97.3 ± 0.995.9 ± 1.287.9 ± 3.183.3 ± 3.9
400 98.3 ± 0.697.1 ± 1.091.1 ± 3.686.6 ± 4.0

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