imagining syntax

← mirror_v1

s2_e1

done · peak unseen_mismatch 97.2

α schedule

α 2.0 ×50 α 1.9565 ×50 α 1.913 ×50 α 1.8696 ×50 α 1.8261 ×50 α 1.7826 ×50 α 1.7391 ×50 α 1.6957 ×50 α 1.6522 ×50 α 1.6087 ×50 α 1.5652 ×50 α 1.5217 ×50 α 1.4783 ×50 α 1.4348 ×50 α 1.3913 ×50 α 1.3478 ×50 α 1.3043 ×50 α 1.2609 ×50 α 1.2174 ×50 α 1.1739 ×50 α 1.1304 ×50 α 1.087 ×50 α 1.0435 ×50 α 1.0 ×50

direction
descending
α range
1.0–2.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 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
50 50.5 ± 1.949.9 ± 0.550.1 ± 1.950.1 ± 1.5
100 51.4 ± 2.650.4 ± 2.350.8 ± 1.848.9 ± 1.0
150 62.2 ± 16.058.2 ± 11.861.1 ± 15.056.4 ± 10.4
200 81.7 ± 19.675.2 ± 18.580.0 ± 21.072.4 ± 19.7
250 95.0 ± 14.792.9 ± 14.594.5 ± 15.591.6 ± 14.9
300 99.6 ± 0.597.9 ± 2.199.0 ± 1.396.3 ± 3.2
350 99.5 ± 0.498.8 ± 0.698.5 ± 1.297.2 ± 1.6
400 98.9 ± 0.998.2 ± 1.296.3 ± 3.494.5 ± 3.8
450 99.3 ± 0.598.4 ± 0.896.8 ± 3.194.1 ± 3.0
500 98.9 ± 0.697.8 ± 1.094.7 ± 2.691.3 ± 3.3
550 98.8 ± 0.697.8 ± 0.895.0 ± 3.091.8 ± 3.6
600 99.1 ± 0.398.1 ± 0.795.4 ± 1.991.1 ± 2.4
650 99.4 ± 0.498.5 ± 0.795.7 ± 2.091.9 ± 3.6
700 99.5 ± 0.298.8 ± 0.696.6 ± 1.092.9 ± 2.2
750 99.5 ± 0.298.5 ± 1.097.0 ± 1.393.0 ± 3.3
800 99.5 ± 0.298.7 ± 0.496.4 ± 2.292.2 ± 3.1
850 99.7 ± 0.298.9 ± 0.697.5 ± 1.393.6 ± 3.1
900 99.8 ± 0.199.0 ± 0.497.7 ± 1.293.4 ± 2.9
950 99.9 ± 0.299.3 ± 0.397.8 ± 1.393.3 ± 3.7
1000 99.9 ± 0.199.4 ± 0.497.5 ± 1.593.4 ± 3.8
1050 100.0 ± 0.199.3 ± 0.798.2 ± 1.893.7 ± 4.7
1100 100.0 ± 0.099.2 ± 1.198.9 ± 0.994.4 ± 4.7
1150 100.0 ± 0.099.5 ± 0.799.1 ± 0.994.4 ± 4.4
1200 100.0 ± 0.099.4 ± 0.699.4 ± 0.594.1 ± 3.3

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