imagining syntax

← deform_v1

teeth_4

done · peak unseen_mismatch 98.0

α schedule

α 3.0 ×19 α 3.0 ×19 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 1.0 ×19 α 1.0 ×19 α 2.4286 ×19 α 2.4286 ×19 α 2.4286 ×19 α 2.4286 ×19 α 2.4286 ×19 α 2.4286 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.8571 ×19 α 1.8571 ×19 α 1.8571 ×19 α 1.8571 ×19 α 1.8571 ×19 α 1.8571 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.2857 ×18 α 1.2857 ×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 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 53.8 ± 2.952.1 ± 2.951.5 ± 1.850.0 ± 1.5
125 63.7 ± 9.856.9 ± 6.459.4 ± 9.453.0 ± 4.1
150 80.3 ± 15.863.2 ± 16.977.9 ± 17.161.7 ± 16.0
175 93.6 ± 13.063.7 ± 24.292.9 ± 14.162.5 ± 23.9
200 97.3 ± 11.360.0 ± 31.097.5 ± 10.358.8 ± 30.4
225 97.4 ± 11.464.6 ± 30.997.5 ± 11.064.5 ± 30.7
250 97.4 ± 11.174.0 ± 32.897.5 ± 10.473.3 ± 32.0
275 97.4 ± 10.382.9 ± 24.496.9 ± 10.881.6 ± 24.1
300 96.9 ± 11.190.4 ± 15.296.0 ± 11.187.9 ± 15.3
325 96.9 ± 9.393.3 ± 11.195.5 ± 10.089.8 ± 12.1
350 98.9 ± 3.894.8 ± 10.198.4 ± 4.093.3 ± 10.6
375 100.0 ± 0.196.7 ± 6.999.8 ± 0.495.2 ± 8.4
400 100.0 ± 0.094.0 ± 15.899.8 ± 0.592.8 ± 15.5
450 100.0 ± 0.096.0 ± 11.299.8 ± 0.393.6 ± 11.6
500 99.2 ± 0.697.9 ± 1.796.6 ± 2.892.5 ± 5.7
550 98.5 ± 0.897.3 ± 1.494.6 ± 3.490.5 ± 5.2
600 100.0 ± 0.199.7 ± 0.799.7 ± 0.498.0 ± 2.9
650 100.0 ± 0.199.3 ± 1.799.4 ± 0.796.7 ± 2.9
700 99.8 ± 0.298.9 ± 0.897.2 ± 2.091.6 ± 6.0
750 99.8 ± 0.298.8 ± 0.997.7 ± 1.291.7 ± 5.2
800 99.9 ± 0.199.2 ± 1.098.4 ± 1.493.2 ± 5.2
850 100.0 ± 0.199.3 ± 1.299.5 ± 0.795.3 ± 5.4
900 100.0 ± 0.199.5 ± 0.899.2 ± 0.694.8 ± 5.6

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