imagining syntax

← mirror_v1

s4_e2

done · peak unseen_mismatch 83.8

α schedule

α 4.0 ×50 α 3.913 ×50 α 3.8261 ×50 α 3.7391 ×50 α 3.6522 ×50 α 3.5652 ×50 α 3.4783 ×50 α 3.3913 ×50 α 3.3043 ×50 α 3.2174 ×50 α 3.1304 ×50 α 3.0435 ×50 α 2.9565 ×50 α 2.8696 ×50 α 2.7826 ×50 α 2.6957 ×50 α 2.6087 ×50 α 2.5217 ×50 α 2.4348 ×50 α 2.3478 ×50 α 2.2609 ×50 α 2.1739 ×50 α 2.087 ×50 α 2.0 ×50

direction
descending
α range
2.0–4.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 2.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 51.7 ± 1.949.6 ± 1.049.9 ± 2.150.5 ± 1.2
100 58.6 ± 8.356.6 ± 7.054.1 ± 5.653.0 ± 4.4
150 77.5 ± 6.676.6 ± 6.364.2 ± 6.861.8 ± 6.4
200 82.8 ± 1.581.3 ± 2.066.4 ± 3.564.2 ± 4.4
250 85.5 ± 2.383.8 ± 1.767.8 ± 5.166.1 ± 3.5
300 88.5 ± 2.187.0 ± 1.871.7 ± 3.769.2 ± 4.3
350 89.5 ± 2.487.1 ± 2.171.8 ± 5.068.5 ± 4.9
400 89.2 ± 2.287.4 ± 2.371.9 ± 4.969.0 ± 4.9
450 91.0 ± 1.388.6 ± 1.973.8 ± 5.369.7 ± 4.9
500 92.3 ± 1.390.5 ± 1.975.7 ± 4.470.1 ± 5.9
550 91.9 ± 1.389.6 ± 1.676.9 ± 3.272.3 ± 4.0
600 92.3 ± 1.490.4 ± 1.576.3 ± 4.471.6 ± 4.1
650 93.8 ± 1.291.6 ± 1.478.2 ± 3.873.2 ± 4.6
700 93.4 ± 1.291.7 ± 1.378.9 ± 2.873.0 ± 4.1
750 94.8 ± 1.192.5 ± 1.482.1 ± 3.976.4 ± 5.0
800 94.7 ± 1.192.5 ± 1.581.4 ± 2.575.0 ± 4.9
850 95.1 ± 0.893.0 ± 1.583.0 ± 3.777.0 ± 4.6
900 96.1 ± 0.894.0 ± 1.884.6 ± 3.577.2 ± 5.9
950 96.2 ± 0.894.3 ± 1.385.7 ± 2.678.0 ± 4.3
1000 96.5 ± 1.094.2 ± 1.186.3 ± 3.977.8 ± 4.6
1050 96.9 ± 0.795.1 ± 1.286.7 ± 2.379.2 ± 5.0
1100 97.4 ± 0.395.5 ± 0.988.5 ± 2.381.8 ± 4.7
1150 98.4 ± 0.496.9 ± 0.690.4 ± 2.683.8 ± 4.3
1200 98.2 ± 0.996.6 ± 0.991.2 ± 2.683.5 ± 5.3

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