imagining syntax

← mirror_v1

s1_e4

done · peak unseen_mismatch 98.7

α schedule

α 1.0 ×50 α 1.1304 ×50 α 1.2609 ×50 α 1.3913 ×50 α 1.5217 ×50 α 1.6522 ×50 α 1.7826 ×50 α 1.913 ×50 α 2.0435 ×50 α 2.1739 ×50 α 2.3043 ×50 α 2.4348 ×50 α 2.5652 ×50 α 2.6957 ×50 α 2.8261 ×50 α 2.9565 ×50 α 3.087 ×50 α 3.2174 ×50 α 3.3478 ×50 α 3.4783 ×50 α 3.6087 ×50 α 3.7391 ×50 α 3.8696 ×50 α 4.0 ×50

direction
ascending
α range
1.0–4.0
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 50.6 ± 1.349.1 ± 0.750.0 ± 2.050.2 ± 1.2
100 50.5 ± 1.149.6 ± 1.850.3 ± 1.749.5 ± 0.7
150 52.1 ± 4.948.1 ± 3.652.6 ± 4.848.6 ± 3.1
200 64.1 ± 18.443.0 ± 13.461.8 ± 19.342.1 ± 12.9
250 82.9 ± 20.751.4 ± 12.582.3 ± 21.551.6 ± 12.4
300 99.6 ± 0.958.2 ± 16.699.7 ± 0.758.6 ± 16.6
350 100.0 ± 0.079.4 ± 16.2100.0 ± 0.078.7 ± 16.0
400 100.0 ± 0.083.6 ± 19.1100.0 ± 0.084.2 ± 18.6
450 99.8 ± 0.593.5 ± 11.299.6 ± 1.192.5 ± 11.2
500 99.8 ± 0.499.4 ± 0.999.5 ± 0.898.7 ± 1.7
550 99.3 ± 0.999.0 ± 1.498.6 ± 1.697.9 ± 2.3
600 98.8 ± 1.098.2 ± 1.395.9 ± 3.495.0 ± 4.3
650 98.1 ± 1.197.5 ± 1.293.5 ± 4.292.0 ± 4.7
700 97.0 ± 1.596.0 ± 1.890.6 ± 3.789.1 ± 5.0
750 95.4 ± 1.594.5 ± 1.686.4 ± 3.584.7 ± 4.0
800 94.1 ± 0.993.6 ± 1.184.3 ± 3.582.5 ± 4.2
850 92.6 ± 0.991.9 ± 1.281.0 ± 3.679.2 ± 4.5
900 91.5 ± 1.391.1 ± 1.478.1 ± 4.676.6 ± 4.8
950 91.2 ± 0.790.4 ± 0.976.3 ± 3.374.8 ± 3.5
1000 90.6 ± 1.189.8 ± 1.376.5 ± 3.974.5 ± 4.4
1050 90.1 ± 0.989.2 ± 1.575.0 ± 4.072.6 ± 4.3
1100 89.4 ± 1.188.9 ± 1.473.4 ± 4.571.7 ± 4.4
1150 88.9 ± 1.288.3 ± 1.772.4 ± 4.770.1 ± 4.6
1200 88.6 ± 1.388.2 ± 1.872.0 ± 4.070.1 ± 4.3

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