imagining syntax

← schedopt_design

p21

done · peak unseen_mismatch 90.7

α schedule

α 1.5908 ×25 α 1.6881 ×25 α 1.7669 ×25 α 1.8371 ×25 α 1.9017 ×25 α 1.9623 ×25 α 2.0199 ×25 α 2.075 ×25 α 2.128 ×25 α 2.1794 ×25 α 2.2291 ×25 α 2.2776 ×25 α 2.3249 ×25 α 2.3711 ×25 α 2.4164 ×25 α 2.4608 ×25

direction
ascending
α range
1.5908–2.4608
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 2.4608

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.5 ± 1.550.0 ± 1.649.8 ± 1.749.7 ± 2.0
50 50.9 ± 1.549.9 ± 1.550.1 ± 1.749.7 ± 1.5
75 50.7 ± 1.549.6 ± 1.850.4 ± 1.349.7 ± 1.8
100 50.5 ± 2.550.1 ± 1.750.1 ± 1.450.0 ± 1.3
125 52.3 ± 2.849.6 ± 2.051.2 ± 3.249.3 ± 2.1
150 56.8 ± 11.951.0 ± 4.855.4 ± 11.449.2 ± 4.1
175 67.9 ± 17.256.2 ± 9.066.4 ± 16.754.3 ± 7.7
200 77.4 ± 20.861.2 ± 16.676.1 ± 20.860.0 ± 16.0
225 83.3 ± 21.372.6 ± 20.482.2 ± 21.471.2 ± 19.4
250 88.1 ± 17.980.7 ± 18.486.3 ± 18.678.9 ± 17.9
275 93.2 ± 12.488.7 ± 13.391.4 ± 13.385.8 ± 14.1
300 95.5 ± 10.893.0 ± 10.393.7 ± 10.989.8 ± 10.7
325 96.6 ± 8.193.8 ± 10.194.0 ± 8.990.7 ± 9.9
350 97.1 ± 5.093.5 ± 9.793.7 ± 5.989.2 ± 9.5
375 97.6 ± 1.795.5 ± 2.993.8 ± 4.290.3 ± 5.4
400 97.3 ± 1.895.9 ± 2.392.8 ± 4.990.1 ± 6.2

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