imagining syntax

← mirror_v1

s5_e3

done · peak unseen_mismatch 73.0

α schedule

α 5.0 ×50 α 4.913 ×50 α 4.8261 ×50 α 4.7391 ×50 α 4.6522 ×50 α 4.5652 ×50 α 4.4783 ×50 α 4.3913 ×50 α 4.3043 ×50 α 4.2174 ×50 α 4.1304 ×50 α 4.0435 ×50 α 3.9565 ×50 α 3.8696 ×50 α 3.7826 ×50 α 3.6957 ×50 α 3.6087 ×50 α 3.5217 ×50 α 3.4348 ×50 α 3.3478 ×50 α 3.2609 ×50 α 3.1739 ×50 α 3.087 ×50 α 3.0 ×50

direction
descending
α range
3.0–5.0
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 51.8 ± 2.149.9 ± 1.250.2 ± 1.850.0 ± 1.4
100 60.2 ± 7.258.5 ± 7.054.0 ± 4.952.4 ± 4.2
150 75.7 ± 5.674.2 ± 5.761.7 ± 4.258.7 ± 3.9
200 79.8 ± 1.878.3 ± 1.463.0 ± 3.261.1 ± 3.3
250 82.1 ± 2.080.7 ± 1.763.1 ± 2.861.5 ± 2.4
300 84.0 ± 2.282.6 ± 2.065.6 ± 4.463.2 ± 3.5
350 85.4 ± 2.583.9 ± 2.466.5 ± 5.864.8 ± 5.1
400 85.3 ± 2.483.6 ± 2.967.0 ± 4.964.0 ± 5.6
450 86.4 ± 1.184.3 ± 2.167.1 ± 3.463.5 ± 3.9
500 87.0 ± 1.685.1 ± 1.668.7 ± 3.564.1 ± 4.5
550 87.9 ± 2.585.7 ± 3.170.2 ± 6.367.0 ± 7.7
600 88.2 ± 1.585.9 ± 1.970.5 ± 4.165.7 ± 5.3
650 88.9 ± 1.686.7 ± 1.870.7 ± 5.566.0 ± 5.7
700 88.8 ± 1.786.7 ± 2.170.3 ± 4.167.0 ± 4.4
750 89.9 ± 1.187.7 ± 2.373.2 ± 3.466.6 ± 5.5
800 89.9 ± 1.687.2 ± 2.472.4 ± 4.267.2 ± 6.2
850 90.5 ± 1.188.1 ± 2.272.8 ± 4.867.2 ± 5.8
900 91.1 ± 0.989.1 ± 1.374.7 ± 4.569.6 ± 4.9
950 91.2 ± 1.188.8 ± 1.673.8 ± 4.068.5 ± 4.5
1000 92.0 ± 1.190.0 ± 1.476.5 ± 3.271.2 ± 5.5
1050 92.5 ± 1.289.8 ± 2.477.3 ± 3.570.3 ± 7.0
1100 92.4 ± 0.990.1 ± 1.577.2 ± 4.370.2 ± 5.7
1150 93.3 ± 0.791.0 ± 1.679.4 ± 3.273.0 ± 5.8
1200 93.8 ± 1.291.0 ± 1.479.1 ± 3.872.2 ± 4.7

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