imagining syntax

← mirror_v1

s1_e3

done · peak unseen_mismatch 96.5

α schedule

α 1.0 ×50 α 1.087 ×50 α 1.1739 ×50 α 1.2609 ×50 α 1.3478 ×50 α 1.4348 ×50 α 1.5217 ×50 α 1.6087 ×50 α 1.6957 ×50 α 1.7826 ×50 α 1.8696 ×50 α 1.9565 ×50 α 2.0435 ×50 α 2.1304 ×50 α 2.2174 ×50 α 2.3043 ×50 α 2.3913 ×50 α 2.4783 ×50 α 2.5652 ×50 α 2.6522 ×50 α 2.7391 ×50 α 2.8261 ×50 α 2.913 ×50 α 3.0 ×50

direction
ascending
α range
1.0–3.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 3.0

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 50.7 ± 1.249.7 ± 2.050.1 ± 1.049.5 ± 0.7
150 50.3 ± 2.749.1 ± 2.451.2 ± 2.448.9 ± 1.9
200 62.5 ± 18.544.9 ± 9.561.0 ± 19.344.3 ± 9.2
250 80.2 ± 21.838.6 ± 12.179.8 ± 22.138.8 ± 12.7
300 90.8 ± 18.542.4 ± 10.391.0 ± 17.943.7 ± 10.9
350 96.4 ± 10.652.9 ± 22.896.1 ± 11.553.1 ± 23.1
400 100.0 ± 0.058.5 ± 27.4100.0 ± 0.058.8 ± 27.6
450 100.0 ± 0.077.3 ± 29.5100.0 ± 0.077.2 ± 29.3
500 99.9 ± 0.289.0 ± 21.899.9 ± 0.289.0 ± 20.9
550 99.9 ± 0.392.1 ± 22.099.6 ± 0.791.5 ± 22.0
600 99.6 ± 0.898.0 ± 3.698.8 ± 1.996.5 ± 4.8
650 99.0 ± 1.098.6 ± 1.296.9 ± 3.296.0 ± 3.4
700 98.4 ± 1.497.9 ± 1.296.2 ± 3.594.9 ± 3.2
750 97.8 ± 1.297.4 ± 1.093.9 ± 4.092.0 ± 3.9
800 96.5 ± 1.396.2 ± 1.090.9 ± 3.889.0 ± 3.3
850 96.2 ± 0.795.5 ± 1.089.2 ± 3.387.5 ± 3.5
900 95.3 ± 1.094.5 ± 1.085.4 ± 4.084.2 ± 3.2
950 94.2 ± 0.793.8 ± 1.484.0 ± 3.482.0 ± 3.7
1000 93.7 ± 1.293.1 ± 1.481.4 ± 4.280.1 ± 3.5
1050 93.0 ± 1.492.0 ± 1.579.9 ± 3.978.0 ± 3.1
1100 92.3 ± 1.591.2 ± 1.577.8 ± 4.976.2 ± 4.3
1150 92.3 ± 1.391.3 ± 0.978.0 ± 4.175.8 ± 3.6
1200 91.8 ± 1.190.8 ± 1.076.7 ± 4.075.1 ± 3.5

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