imagining syntax

← mirror_v1

s3_e1

done · peak unseen_mismatch 94.9

α schedule

α 3.0 ×50 α 2.913 ×50 α 2.8261 ×50 α 2.7391 ×50 α 2.6522 ×50 α 2.5652 ×50 α 2.4783 ×50 α 2.3913 ×50 α 2.3043 ×50 α 2.2174 ×50 α 2.1304 ×50 α 2.0435 ×50 α 1.9565 ×50 α 1.8696 ×50 α 1.7826 ×50 α 1.6957 ×50 α 1.6087 ×50 α 1.5217 ×50 α 1.4348 ×50 α 1.3478 ×50 α 1.2609 ×50 α 1.1739 ×50 α 1.087 ×50 α 1.0 ×50

direction
descending
α range
1.0–3.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 1.0

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 56.3 ± 6.553.6 ± 4.153.5 ± 5.550.5 ± 2.2
150 77.0 ± 15.274.6 ± 13.370.2 ± 15.465.6 ± 12.7
200 90.4 ± 4.288.3 ± 4.580.4 ± 7.076.4 ± 7.1
250 92.3 ± 2.291.3 ± 1.481.2 ± 5.076.7 ± 5.3
300 93.9 ± 1.492.2 ± 1.881.8 ± 4.277.0 ± 5.5
350 94.1 ± 1.692.1 ± 2.081.5 ± 4.076.3 ± 4.7
400 94.5 ± 1.592.3 ± 1.681.2 ± 4.876.0 ± 4.8
450 96.2 ± 1.493.8 ± 1.684.7 ± 5.277.7 ± 6.6
500 96.7 ± 1.194.9 ± 1.084.9 ± 3.378.6 ± 3.3
550 97.1 ± 1.395.2 ± 1.486.8 ± 5.480.6 ± 6.3
600 97.4 ± 1.295.3 ± 1.488.7 ± 5.481.0 ± 5.3
650 98.0 ± 0.996.2 ± 1.189.8 ± 3.981.9 ± 4.9
700 98.5 ± 0.796.6 ± 2.091.8 ± 2.783.8 ± 5.6
750 99.0 ± 0.497.4 ± 1.193.1 ± 2.585.2 ± 5.6
800 99.0 ± 0.497.4 ± 1.193.2 ± 3.585.1 ± 5.1
850 99.3 ± 0.397.7 ± 1.294.4 ± 2.385.6 ± 6.3
900 99.7 ± 0.398.8 ± 0.796.7 ± 1.589.2 ± 5.2
950 99.7 ± 0.398.4 ± 1.796.8 ± 2.688.1 ± 8.5
1000 99.9 ± 0.299.0 ± 0.997.8 ± 1.390.6 ± 3.6
1050 99.9 ± 0.199.4 ± 0.498.3 ± 0.792.5 ± 3.9
1100 99.9 ± 0.199.3 ± 0.998.5 ± 1.191.5 ± 5.6
1150 100.0 ± 0.099.6 ± 0.699.2 ± 0.594.9 ± 4.4
1200 100.0 ± 0.099.7 ± 0.499.5 ± 0.394.1 ± 4.5

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