imagining syntax

← slopesweep_v1

s4_e0

done · peak unseen_mismatch 87.8

α schedule

α 4.0 ×50 α 3.8261 ×50 α 3.6522 ×50 α 3.4783 ×50 α 3.3043 ×50 α 3.1304 ×50 α 2.9565 ×50 α 2.7826 ×50 α 2.6087 ×50 α 2.4348 ×50 α 2.2609 ×50 α 2.087 ×50 α 1.913 ×50 α 1.7391 ×50 α 1.5652 ×50 α 1.3913 ×50 α 1.2174 ×50 α 1.0435 ×50 α 0.8696 ×50 α 0.6957 ×50 α 0.5217 ×50 α 0.3478 ×50 α 0.1739 ×50 α 0.0 ×50

direction
descending
α range
0.0–4.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.0

seen_* probed at reference α = 1.4 · unseen_* = held-out pairings, uniform (α-independent) · 1000 pairs per condition

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 51.4 ± 1.250.2 ± 1.349.9 ± 1.650.4 ± 1.8
100 56.4 ± 4.854.0 ± 4.952.6 ± 2.850.5 ± 2.1
150 81.9 ± 6.077.8 ± 6.871.1 ± 8.165.5 ± 7.1
200 85.7 ± 3.684.5 ± 3.871.4 ± 7.068.2 ± 6.8
250 86.7 ± 2.086.4 ± 2.571.2 ± 4.568.0 ± 4.9
300 89.4 ± 2.389.2 ± 2.075.2 ± 5.172.9 ± 5.4
350 90.9 ± 1.590.0 ± 1.475.7 ± 4.772.5 ± 4.6
400 92.8 ± 1.691.3 ± 1.979.8 ± 5.575.1 ± 6.0
450 93.3 ± 1.691.6 ± 1.479.0 ± 5.773.7 ± 5.8
500 94.2 ± 1.692.5 ± 1.481.4 ± 4.774.7 ± 6.2
550 95.4 ± 1.893.8 ± 1.483.9 ± 4.177.8 ± 4.9
600 97.2 ± 0.695.2 ± 1.187.4 ± 3.080.8 ± 5.2
650 97.7 ± 0.996.0 ± 1.088.8 ± 2.881.9 ± 3.9
700 98.8 ± 0.596.6 ± 1.392.4 ± 2.483.7 ± 6.4
750 99.4 ± 0.497.7 ± 0.895.7 ± 1.586.5 ± 6.9
800 99.6 ± 0.398.2 ± 0.897.3 ± 1.287.0 ± 7.6
850 99.9 ± 0.198.2 ± 2.598.5 ± 1.487.8 ± 12.8
900 99.9 ± 0.198.4 ± 2.998.8 ± 1.087.0 ± 12.6
950 100.0 ± 0.096.5 ± 8.499.8 ± 0.584.6 ± 19.0
1000 100.0 ± 0.094.9 ± 8.199.8 ± 0.381.1 ± 18.1
1050 100.0 ± 0.081.6 ± 15.9100.0 ± 0.162.0 ± 28.1
1100 100.0 ± 0.060.4 ± 26.899.9 ± 0.247.8 ± 24.5
1150 100.0 ± 0.033.9 ± 23.4100.0 ± 0.132.6 ± 22.8
1200 100.0 ± 0.026.1 ± 24.399.9 ± 0.126.1 ± 19.8

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