imagining syntax

← mirror_v1

s0_e0

done · peak unseen_mismatch 49.6

α schedule

α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50 α 0.0 ×50

direction
constant
α range
0.0–0.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 50.4 ± 1.649.9 ± 1.149.8 ± 1.949.6 ± 1.9
100 50.0 ± 1.450.0 ± 1.849.9 ± 0.649.4 ± 0.8
150 50.7 ± 4.048.9 ± 3.850.9 ± 3.948.6 ± 2.8
200 60.8 ± 15.544.0 ± 9.859.4 ± 16.244.1 ± 9.5
250 66.2 ± 22.242.0 ± 13.465.4 ± 22.842.4 ± 13.6
300 72.9 ± 22.935.8 ± 16.372.3 ± 23.036.6 ± 17.4
350 84.3 ± 19.931.9 ± 18.484.3 ± 19.531.5 ± 17.9
400 95.8 ± 12.422.1 ± 18.395.5 ± 13.322.7 ± 18.6
450 100.0 ± 0.021.4 ± 19.2100.0 ± 0.022.0 ± 19.6
500 100.0 ± 0.016.1 ± 18.0100.0 ± 0.016.9 ± 18.7
550 100.0 ± 0.018.1 ± 19.7100.0 ± 0.018.8 ± 20.6
600 100.0 ± 0.032.1 ± 27.5100.0 ± 0.032.2 ± 27.9
650 100.0 ± 0.035.3 ± 27.6100.0 ± 0.035.6 ± 27.9
700 100.0 ± 0.024.9 ± 29.7100.0 ± 0.025.2 ± 29.8
750 100.0 ± 0.028.8 ± 33.3100.0 ± 0.029.2 ± 33.9
800 100.0 ± 0.026.2 ± 19.8100.0 ± 0.025.8 ± 19.5
850 100.0 ± 0.021.7 ± 25.1100.0 ± 0.021.9 ± 24.9
900 100.0 ± 0.024.4 ± 21.0100.0 ± 0.025.1 ± 22.1
950 100.0 ± 0.024.9 ± 17.2100.0 ± 0.024.1 ± 16.6
1000 100.0 ± 0.019.2 ± 16.8100.0 ± 0.019.1 ± 16.2
1050 100.0 ± 0.018.9 ± 18.9100.0 ± 0.018.6 ± 19.0
1100 100.0 ± 0.029.1 ± 21.6100.0 ± 0.028.9 ± 22.5
1150 100.0 ± 0.027.6 ± 32.3100.0 ± 0.027.4 ± 32.2
1200 100.0 ± 0.026.5 ± 30.0100.0 ± 0.026.1 ± 30.2

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