imagining syntax

← mirror_v1

s3_e2

done · peak unseen_mismatch 86.1

α schedule

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

direction
descending
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 = 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 51.3 ± 2.249.6 ± 0.850.0 ± 1.750.3 ± 1.6
100 56.4 ± 6.553.6 ± 4.453.8 ± 5.950.6 ± 2.5
150 76.6 ± 14.974.7 ± 13.569.3 ± 13.964.6 ± 12.3
200 89.9 ± 3.587.8 ± 3.878.7 ± 6.375.0 ± 6.2
250 91.1 ± 1.989.7 ± 1.277.8 ± 3.874.9 ± 3.3
300 92.5 ± 1.691.2 ± 0.977.6 ± 3.574.5 ± 3.6
350 92.9 ± 2.391.3 ± 1.778.7 ± 5.074.7 ± 4.6
400 92.8 ± 1.790.8 ± 1.577.9 ± 4.972.5 ± 4.2
450 94.3 ± 1.392.3 ± 1.380.6 ± 6.274.4 ± 6.4
500 94.8 ± 1.292.8 ± 1.581.0 ± 4.375.3 ± 4.1
550 94.8 ± 1.693.3 ± 0.982.3 ± 4.976.9 ± 5.9
600 95.3 ± 1.594.0 ± 1.783.2 ± 5.477.6 ± 5.9
650 95.9 ± 1.694.5 ± 0.883.0 ± 6.878.5 ± 6.7
700 95.9 ± 1.194.4 ± 1.584.4 ± 1.678.5 ± 2.5
750 96.7 ± 0.894.9 ± 1.086.3 ± 3.981.1 ± 3.4
800 96.8 ± 0.795.1 ± 0.886.6 ± 3.280.6 ± 4.6
850 97.0 ± 0.695.6 ± 0.986.9 ± 2.981.1 ± 4.1
900 97.7 ± 1.096.2 ± 0.787.5 ± 4.082.0 ± 4.4
950 97.3 ± 1.196.0 ± 0.987.4 ± 2.582.7 ± 3.0
1000 98.0 ± 0.596.7 ± 0.589.6 ± 2.683.8 ± 3.3
1050 97.9 ± 0.696.9 ± 0.989.4 ± 3.684.0 ± 5.2
1100 98.0 ± 0.696.6 ± 0.690.5 ± 2.084.8 ± 2.0
1150 98.6 ± 0.697.7 ± 0.791.2 ± 2.386.1 ± 2.5
1200 98.6 ± 0.497.5 ± 0.890.9 ± 2.784.7 ± 5.7

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