imagining syntax

← mirror_v1

s2_e4

done · peak unseen_mismatch 90.3

α schedule

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

direction
ascending
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 = 4.0

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 ± 2.750.3 ± 1.850.6 ± 2.049.0 ± 1.1
150 62.8 ± 16.859.2 ± 12.262.0 ± 16.256.1 ± 9.9
200 83.4 ± 18.277.2 ± 18.080.1 ± 20.073.9 ± 18.3
250 97.3 ± 2.593.9 ± 6.995.0 ± 4.090.1 ± 6.6
300 97.6 ± 1.796.4 ± 1.693.6 ± 5.090.3 ± 4.9
350 96.2 ± 1.794.8 ± 1.888.2 ± 5.285.1 ± 5.3
400 94.3 ± 1.192.9 ± 1.783.7 ± 5.079.7 ± 5.0
450 93.4 ± 1.292.4 ± 1.279.8 ± 5.375.2 ± 5.1
500 93.3 ± 1.191.8 ± 1.379.7 ± 3.975.4 ± 4.3
550 92.8 ± 1.492.0 ± 1.679.2 ± 4.975.4 ± 5.0
600 92.7 ± 1.491.4 ± 1.478.5 ± 4.374.4 ± 4.8
650 92.8 ± 1.491.9 ± 1.678.7 ± 4.275.2 ± 4.4
700 92.3 ± 1.591.3 ± 1.477.2 ± 4.573.5 ± 4.7
750 92.0 ± 1.491.4 ± 2.177.4 ± 5.074.7 ± 5.6
800 92.2 ± 1.591.2 ± 1.578.2 ± 3.674.7 ± 3.7
850 92.1 ± 1.391.5 ± 1.777.7 ± 4.874.0 ± 5.4
900 91.9 ± 1.791.2 ± 1.778.0 ± 4.874.7 ± 5.1
950 92.0 ± 1.391.5 ± 1.677.1 ± 4.674.2 ± 5.2
1000 91.7 ± 1.791.2 ± 1.576.9 ± 3.974.0 ± 4.4
1050 91.7 ± 1.391.2 ± 1.677.7 ± 5.074.1 ± 5.1
1100 91.0 ± 0.790.5 ± 1.676.6 ± 4.273.2 ± 4.9
1150 91.5 ± 1.191.0 ± 1.477.3 ± 3.775.3 ± 4.1
1200 91.1 ± 1.290.2 ± 1.275.8 ± 4.673.3 ± 5.0

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