imagining syntax

← schedopt_design

p11

done · peak unseen_mismatch 80.6

α schedule

α 3.5303 ×25 α 3.2284 ×25 α 3.0561 ×25 α 2.9296 ×25 α 2.8276 ×25 α 2.7413 ×25 α 2.666 ×25 α 2.5988 ×25 α 2.538 ×25 α 2.4822 ×25 α 2.4307 ×25 α 2.3827 ×25 α 2.3377 ×25 α 2.2953 ×25 α 2.2552 ×25 α 2.2171 ×25

direction
descending
α range
2.2171–3.5303
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 2.2171

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 ± 1.350.3 ± 1.650.0 ± 1.449.5 ± 1.7
50 51.4 ± 1.350.3 ± 1.649.8 ± 1.150.0 ± 1.9
75 52.2 ± 1.950.0 ± 1.650.7 ± 1.649.2 ± 1.5
100 56.0 ± 6.153.5 ± 3.252.4 ± 3.750.3 ± 1.8
125 67.2 ± 12.562.2 ± 10.158.8 ± 11.655.3 ± 8.0
150 78.2 ± 12.774.9 ± 12.268.8 ± 12.965.2 ± 12.2
175 86.7 ± 6.584.0 ± 6.775.3 ± 10.971.7 ± 10.2
200 90.7 ± 3.988.2 ± 3.678.8 ± 8.275.6 ± 7.9
225 92.1 ± 2.889.7 ± 2.880.8 ± 6.377.1 ± 6.5
250 92.6 ± 1.890.4 ± 2.180.7 ± 4.877.4 ± 4.8
275 93.5 ± 1.891.6 ± 1.781.3 ± 4.778.0 ± 4.6
300 93.8 ± 1.891.9 ± 1.981.2 ± 4.877.8 ± 5.7
325 94.5 ± 1.692.6 ± 1.682.6 ± 3.978.5 ± 4.9
350 95.4 ± 1.093.6 ± 1.384.2 ± 3.980.2 ± 4.2
375 95.3 ± 1.293.2 ± 1.683.0 ± 4.578.8 ± 4.7
400 96.1 ± 1.094.5 ± 1.385.5 ± 3.480.6 ± 3.9

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