imagining syntax

← schedopt_design

p23

done · peak unseen_mismatch 65.4

α schedule

α 2.3173 ×25 α 2.0592 ×25 α 1.8863 ×25 α 1.7478 ×25 α 1.6294 ×25 α 1.5244 ×25 α 1.4292 ×25 α 1.3415 ×25 α 1.26 ×25 α 1.1834 ×25 α 1.1111 ×25 α 1.0423 ×25 α 0.9767 ×25 α 0.9139 ×25 α 0.8534 ×25 α 0.7952 ×25

direction
descending
α range
0.7952–2.3173
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.7952

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 ± 1.450.2 ± 1.649.9 ± 1.549.5 ± 1.7
50 50.9 ± 1.550.2 ± 1.749.9 ± 1.549.9 ± 1.8
75 51.1 ± 1.849.7 ± 1.650.4 ± 1.549.5 ± 1.4
100 51.3 ± 2.750.2 ± 1.450.7 ± 1.849.8 ± 1.4
125 56.2 ± 7.649.4 ± 2.454.2 ± 7.449.0 ± 2.4
150 64.1 ± 17.348.8 ± 6.762.3 ± 17.848.1 ± 6.2
175 74.7 ± 21.752.4 ± 15.573.7 ± 22.251.3 ± 14.9
200 80.6 ± 21.856.0 ± 17.880.1 ± 22.155.4 ± 17.3
225 88.1 ± 18.162.1 ± 21.188.0 ± 17.861.3 ± 20.4
250 92.5 ± 17.162.5 ± 24.792.1 ± 17.761.9 ± 24.8
275 93.7 ± 15.564.0 ± 26.293.6 ± 15.662.9 ± 26.0
300 97.2 ± 9.461.7 ± 29.897.1 ± 9.561.1 ± 29.4
325 100.0 ± 0.065.5 ± 27.9100.0 ± 0.065.4 ± 27.6
350 100.0 ± 0.063.8 ± 29.2100.0 ± 0.163.1 ± 29.2
375 100.0 ± 0.063.7 ± 29.7100.0 ± 0.064.0 ± 29.8
400 100.0 ± 0.062.4 ± 30.6100.0 ± 0.062.5 ± 30.5

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