imagining syntax

← mirror_v1

s3_e5

done · peak unseen_mismatch 71.3

α schedule

α 3.0 ×50 α 3.087 ×50 α 3.1739 ×50 α 3.2609 ×50 α 3.3478 ×50 α 3.4348 ×50 α 3.5217 ×50 α 3.6087 ×50 α 3.6957 ×50 α 3.7826 ×50 α 3.8696 ×50 α 3.9565 ×50 α 4.0435 ×50 α 4.1304 ×50 α 4.2174 ×50 α 4.3043 ×50 α 4.3913 ×50 α 4.4783 ×50 α 4.5652 ×50 α 4.6522 ×50 α 4.7391 ×50 α 4.8261 ×50 α 4.913 ×50 α 5.0 ×50

direction
ascending
α range
3.0–5.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 5.0

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 56.6 ± 6.553.8 ± 4.153.8 ± 5.450.5 ± 2.0
150 76.4 ± 14.074.9 ± 12.267.9 ± 13.564.0 ± 11.6
200 87.7 ± 3.486.0 ± 3.875.3 ± 6.870.8 ± 6.4
250 88.4 ± 2.586.6 ± 1.973.7 ± 4.170.4 ± 3.7
300 89.9 ± 2.088.2 ± 1.274.4 ± 4.671.3 ± 4.5
350 89.8 ± 2.388.3 ± 2.273.5 ± 4.870.2 ± 3.3
400 89.4 ± 2.487.4 ± 2.072.1 ± 5.068.6 ± 3.6
450 90.0 ± 1.488.2 ± 1.673.6 ± 3.969.2 ± 2.7
500 90.1 ± 1.588.5 ± 1.672.8 ± 3.268.9 ± 2.3
550 90.9 ± 1.389.2 ± 1.775.1 ± 4.370.7 ± 4.4
600 90.3 ± 1.488.1 ± 2.073.9 ± 4.368.1 ± 4.3
650 90.8 ± 1.488.5 ± 1.473.8 ± 5.769.0 ± 4.8
700 90.1 ± 1.587.9 ± 2.273.1 ± 3.068.8 ± 4.2
750 90.1 ± 1.287.5 ± 1.572.8 ± 3.168.6 ± 3.3
800 89.7 ± 1.287.6 ± 1.573.1 ± 2.969.1 ± 3.1
850 90.1 ± 1.488.1 ± 1.772.8 ± 4.668.3 ± 3.7
900 89.5 ± 1.587.5 ± 1.872.9 ± 3.569.1 ± 3.4
950 89.8 ± 1.487.6 ± 1.273.2 ± 3.868.5 ± 3.8
1000 89.6 ± 1.887.5 ± 2.473.1 ± 3.868.2 ± 3.9
1050 89.3 ± 1.587.4 ± 2.072.2 ± 4.167.0 ± 4.3
1100 89.5 ± 1.088.0 ± 1.674.2 ± 3.169.2 ± 2.8
1150 89.7 ± 1.187.4 ± 1.974.0 ± 3.968.8 ± 4.0
1200 89.8 ± 1.287.8 ± 1.272.0 ± 3.468.4 ± 2.7

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