imagining syntax

← schedopt_design

p20

done · peak unseen_mismatch 70.3

α schedule

α 4.5614 ×25 α 4.5601 ×25 α 4.5551 ×25 α 4.5439 ×25 α 4.5237 ×25 α 4.4919 ×25 α 4.4458 ×25 α 4.3827 ×25 α 4.2999 ×25 α 4.1946 ×25 α 4.064 ×25 α 3.9054 ×25 α 3.7161 ×25 α 3.4931 ×25 α 3.2337 ×25 α 2.935 ×25

direction
descending
α range
2.935–4.5614
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 2.935

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.7 ± 1.350.5 ± 1.649.8 ± 1.549.6 ± 1.8
50 51.5 ± 1.750.5 ± 1.650.1 ± 1.349.9 ± 1.7
75 52.7 ± 2.250.4 ± 1.850.4 ± 1.249.4 ± 1.6
100 60.5 ± 8.957.9 ± 6.753.3 ± 5.551.6 ± 3.5
125 72.9 ± 9.469.0 ± 8.859.9 ± 8.557.1 ± 7.5
150 78.6 ± 5.276.1 ± 5.264.0 ± 7.861.1 ± 7.4
175 80.4 ± 3.478.6 ± 3.064.2 ± 6.562.2 ± 5.9
200 81.3 ± 2.779.4 ± 2.463.5 ± 4.961.5 ± 5.0
225 82.0 ± 3.080.2 ± 2.464.5 ± 5.162.6 ± 5.2
250 82.6 ± 2.481.0 ± 2.263.9 ± 4.262.7 ± 4.5
275 83.4 ± 2.682.3 ± 2.265.2 ± 4.763.8 ± 4.7
300 85.0 ± 2.883.5 ± 2.867.1 ± 5.765.6 ± 5.6
325 86.3 ± 2.685.2 ± 2.268.3 ± 5.766.7 ± 5.2
350 87.6 ± 2.186.1 ± 2.270.1 ± 3.768.3 ± 4.1
375 88.4 ± 1.887.0 ± 1.670.2 ± 4.467.9 ± 3.7
400 90.1 ± 1.888.8 ± 1.672.7 ± 4.370.3 ± 4.2

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