imagining syntax

← deform_v1

teeth_6

done · peak unseen_mismatch 98.3

α schedule

α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 2.6571 ×19 α 2.6571 ×19 α 2.6571 ×19 α 2.6571 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 2.3143 ×19 α 2.3143 ×19 α 2.3143 ×19 α 2.3143 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.9714 ×19 α 1.9714 ×19 α 1.9714 ×19 α 1.9714 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.6286 ×19 α 1.6286 ×19 α 1.6286 ×19 α 1.6286 ×19 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.2857 ×18 α 1.2857 ×18 α 1.2857 ×18 α 1.2857 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18

direction
mixed
α range
1.0–3.0
stages
48

Figures

schedule.png
schedule.png
trajectory.png
trajectory.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 1.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 51.4 ± 1.549.5 ± 1.649.8 ± 1.949.7 ± 2.1
50 50.7 ± 1.949.6 ± 1.450.1 ± 1.550.8 ± 1.1
75 51.9 ± 1.850.1 ± 1.950.5 ± 1.750.0 ± 1.9
100 51.5 ± 1.850.5 ± 1.950.8 ± 1.949.5 ± 1.3
125 56.3 ± 7.150.3 ± 3.554.8 ± 7.149.7 ± 2.5
150 71.9 ± 19.152.3 ± 10.970.2 ± 19.852.0 ± 9.9
175 87.0 ± 17.661.6 ± 19.086.0 ± 18.360.6 ± 18.4
200 94.0 ± 13.169.8 ± 26.093.3 ± 13.468.1 ± 25.7
225 96.6 ± 11.481.7 ± 18.296.0 ± 10.879.8 ± 17.9
250 97.5 ± 10.785.3 ± 18.097.5 ± 10.383.8 ± 18.3
275 97.6 ± 10.482.5 ± 22.597.4 ± 10.781.3 ± 22.3
300 98.6 ± 6.080.4 ± 20.098.5 ± 6.378.5 ± 20.8
325 99.9 ± 0.390.6 ± 18.399.3 ± 1.888.8 ± 18.9
350 99.5 ± 0.889.2 ± 20.698.3 ± 3.086.4 ± 19.9
375 99.3 ± 0.996.2 ± 5.197.8 ± 2.693.0 ± 6.9
400 100.0 ± 0.098.4 ± 3.999.9 ± 0.197.7 ± 4.4
450 100.0 ± 0.098.2 ± 5.399.8 ± 0.697.1 ± 5.7
500 99.1 ± 0.897.7 ± 1.196.2 ± 3.793.2 ± 4.9
550 99.9 ± 0.199.5 ± 0.999.7 ± 0.398.3 ± 2.0
600 100.0 ± 0.199.6 ± 0.799.5 ± 0.597.4 ± 2.8
650 99.0 ± 0.597.6 ± 1.696.3 ± 2.791.6 ± 6.4
700 99.9 ± 0.199.6 ± 0.599.5 ± 0.796.7 ± 4.2
750 100.0 ± 0.099.2 ± 1.399.6 ± 0.695.2 ± 5.3
800 99.7 ± 0.298.7 ± 1.298.2 ± 1.492.2 ± 6.4
850 100.0 ± 0.099.6 ± 0.799.7 ± 0.596.0 ± 4.4
900 100.0 ± 0.198.9 ± 1.799.1 ± 1.193.4 ± 6.7

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