imagining syntax

← mirror_v1

s1_e0

done · peak unseen_mismatch 50.2

α schedule

α 1.0 ×50 α 0.9565 ×50 α 0.913 ×50 α 0.8696 ×50 α 0.8261 ×50 α 0.7826 ×50 α 0.7391 ×50 α 0.6957 ×50 α 0.6522 ×50 α 0.6087 ×50 α 0.5652 ×50 α 0.5217 ×50 α 0.4783 ×50 α 0.4348 ×50 α 0.3913 ×50 α 0.3478 ×50 α 0.3043 ×50 α 0.2609 ×50 α 0.2174 ×50 α 0.1739 ×50 α 0.1304 ×50 α 0.087 ×50 α 0.0435 ×50 α 0.0 ×50

direction
descending
α range
0.0–1.0
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 50.6 ± 1.349.1 ± 0.750.0 ± 2.050.2 ± 1.2
100 50.2 ± 1.449.7 ± 1.949.6 ± 0.749.5 ± 1.1
150 50.4 ± 3.049.0 ± 2.951.3 ± 3.649.2 ± 2.3
200 62.6 ± 19.046.8 ± 7.160.8 ± 19.646.8 ± 6.0
250 81.3 ± 19.537.0 ± 11.680.4 ± 20.738.5 ± 11.4
300 90.6 ± 18.934.8 ± 18.690.5 ± 18.936.2 ± 18.5
350 96.0 ± 12.024.0 ± 15.795.8 ± 12.523.8 ± 15.9
400 100.0 ± 0.022.4 ± 19.8100.0 ± 0.023.3 ± 20.1
450 100.0 ± 0.031.9 ± 20.5100.0 ± 0.032.9 ± 20.9
500 100.0 ± 0.027.6 ± 20.9100.0 ± 0.028.6 ± 21.1
550 100.0 ± 0.026.2 ± 19.3100.0 ± 0.026.9 ± 19.5
600 100.0 ± 0.025.9 ± 15.2100.0 ± 0.026.2 ± 15.9
650 100.0 ± 0.038.6 ± 16.1100.0 ± 0.039.8 ± 16.0
700 100.0 ± 0.037.1 ± 25.3100.0 ± 0.037.1 ± 24.4
750 100.0 ± 0.045.6 ± 29.8100.0 ± 0.045.6 ± 29.7
800 100.0 ± 0.039.5 ± 28.5100.0 ± 0.039.5 ± 28.7
850 100.0 ± 0.033.4 ± 28.7100.0 ± 0.033.5 ± 28.4
900 100.0 ± 0.039.4 ± 24.7100.0 ± 0.039.6 ± 24.3
950 100.0 ± 0.027.5 ± 29.5100.0 ± 0.027.9 ± 29.5
1000 100.0 ± 0.028.8 ± 18.0100.0 ± 0.028.9 ± 17.8
1050 100.0 ± 0.031.0 ± 18.4100.0 ± 0.031.2 ± 19.2
1100 100.0 ± 0.026.7 ± 28.3100.0 ± 0.027.1 ± 28.5
1150 100.0 ± 0.017.3 ± 29.0100.0 ± 0.017.1 ± 29.2
1200 100.0 ± 0.014.8 ± 18.0100.0 ± 0.014.4 ± 17.9

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