imagining syntax

← mirror_v1

s2_e3

done · peak unseen_mismatch 91.7

α schedule

α 2.0 ×50 α 2.0435 ×50 α 2.087 ×50 α 2.1304 ×50 α 2.1739 ×50 α 2.2174 ×50 α 2.2609 ×50 α 2.3043 ×50 α 2.3478 ×50 α 2.3913 ×50 α 2.4348 ×50 α 2.4783 ×50 α 2.5217 ×50 α 2.5652 ×50 α 2.6087 ×50 α 2.6522 ×50 α 2.6957 ×50 α 2.7391 ×50 α 2.7826 ×50 α 2.8261 ×50 α 2.8696 ×50 α 2.913 ×50 α 2.9565 ×50 α 3.0 ×50

direction
ascending
α range
2.0–3.0
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 50.5 ± 1.949.9 ± 0.550.1 ± 1.950.1 ± 1.5
100 51.4 ± 2.350.3 ± 2.050.5 ± 1.949.1 ± 1.3
150 62.8 ± 16.957.0 ± 12.062.6 ± 15.955.2 ± 10.7
200 82.4 ± 18.776.4 ± 17.579.3 ± 20.673.0 ± 17.6
250 95.5 ± 11.192.4 ± 12.094.1 ± 12.189.3 ± 12.8
300 98.7 ± 1.196.4 ± 2.096.0 ± 3.491.7 ± 4.0
350 97.8 ± 1.696.5 ± 2.192.8 ± 5.688.9 ± 6.3
400 96.4 ± 1.295.0 ± 1.788.8 ± 4.784.8 ± 5.8
450 95.7 ± 0.994.2 ± 1.786.0 ± 4.281.6 ± 4.5
500 95.1 ± 1.093.8 ± 1.883.6 ± 3.479.6 ± 3.6
550 94.3 ± 1.293.6 ± 1.283.0 ± 4.979.2 ± 5.2
600 94.2 ± 1.993.1 ± 2.182.7 ± 5.478.5 ± 4.8
650 94.6 ± 1.493.0 ± 1.582.1 ± 5.278.2 ± 5.3
700 94.5 ± 1.293.4 ± 2.582.3 ± 4.077.8 ± 3.8
750 94.8 ± 1.592.9 ± 2.182.9 ± 6.878.2 ± 6.1
800 94.7 ± 1.593.0 ± 2.182.2 ± 5.078.8 ± 5.4
850 94.4 ± 1.093.2 ± 1.782.4 ± 4.378.5 ± 3.2
900 94.5 ± 1.493.1 ± 2.082.4 ± 5.477.7 ± 5.1
950 94.5 ± 1.393.0 ± 2.082.6 ± 4.377.6 ± 4.2
1000 94.0 ± 1.392.9 ± 1.982.0 ± 4.278.2 ± 3.5
1050 94.3 ± 1.493.0 ± 2.582.9 ± 4.878.3 ± 5.2
1100 94.1 ± 1.492.6 ± 2.081.7 ± 4.177.3 ± 4.4
1150 94.2 ± 1.392.7 ± 1.981.4 ± 4.278.4 ± 4.6
1200 94.3 ± 1.192.7 ± 1.980.8 ± 5.176.2 ± 4.3

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