imagining syntax

← mirror_v1

s2_e0

done · peak unseen_mismatch 98.1

α schedule

α 2.0 ×50 α 1.913 ×50 α 1.8261 ×50 α 1.7391 ×50 α 1.6522 ×50 α 1.5652 ×50 α 1.4783 ×50 α 1.3913 ×50 α 1.3043 ×50 α 1.2174 ×50 α 1.1304 ×50 α 1.0435 ×50 α 0.9565 ×50 α 0.8696 ×50 α 0.7826 ×50 α 0.6957 ×50 α 0.6087 ×50 α 0.5217 ×50 α 0.4348 ×50 α 0.3478 ×50 α 0.2609 ×50 α 0.1739 ×50 α 0.087 ×50 α 0.0 ×50

direction
descending
α range
0.0–2.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 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 50.5 ± 1.949.9 ± 0.550.1 ± 1.950.1 ± 1.5
100 51.1 ± 2.050.1 ± 2.250.6 ± 1.749.1 ± 1.1
150 61.2 ± 16.154.3 ± 7.060.6 ± 14.852.9 ± 4.6
200 83.5 ± 17.370.4 ± 16.181.5 ± 19.267.6 ± 15.4
250 96.7 ± 9.686.9 ± 14.496.1 ± 10.885.5 ± 15.2
300 100.0 ± 0.191.1 ± 15.0100.0 ± 0.190.9 ± 14.6
350 99.9 ± 0.192.8 ± 12.899.7 ± 0.691.6 ± 13.1
400 99.9 ± 0.197.9 ± 4.299.6 ± 0.996.1 ± 5.4
450 99.9 ± 0.199.4 ± 0.699.7 ± 0.498.0 ± 1.6
500 99.9 ± 0.198.7 ± 2.599.7 ± 0.396.4 ± 4.9
550 100.0 ± 0.199.5 ± 0.699.5 ± 0.697.3 ± 2.1
600 100.0 ± 0.199.5 ± 0.799.9 ± 0.298.1 ± 2.8
650 100.0 ± 0.098.4 ± 2.999.9 ± 0.296.5 ± 4.4
700 100.0 ± 0.099.2 ± 1.499.8 ± 0.396.6 ± 4.9
750 100.0 ± 0.097.4 ± 3.499.9 ± 0.193.1 ± 6.2
800 100.0 ± 0.088.0 ± 16.799.9 ± 0.283.6 ± 20.2
850 100.0 ± 0.086.7 ± 12.7100.0 ± 0.182.9 ± 14.5
900 100.0 ± 0.074.8 ± 17.1100.0 ± 0.170.2 ± 18.6
950 100.0 ± 0.064.5 ± 26.399.9 ± 0.161.7 ± 23.5
1000 100.0 ± 0.042.1 ± 24.8100.0 ± 0.141.5 ± 21.7
1050 100.0 ± 0.037.3 ± 10.0100.0 ± 0.137.3 ± 7.8
1100 100.0 ± 0.022.0 ± 12.099.9 ± 0.224.3 ± 10.4
1150 100.0 ± 0.020.7 ± 16.199.8 ± 0.424.0 ± 13.4
1200 100.0 ± 0.015.6 ± 12.399.1 ± 1.519.8 ± 11.9

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