imagining syntax

← slopesweep_v1

s5_e3

done · peak unseen_mismatch 75.4

α schedule

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

direction
descending
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 = 3.0

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 ± 1.550.3 ± 1.350.3 ± 1.550.3 ± 1.8
100 61.7 ± 6.858.1 ± 5.254.0 ± 3.751.3 ± 2.1
150 79.2 ± 3.577.5 ± 2.665.3 ± 5.762.7 ± 5.4
200 80.3 ± 2.979.6 ± 2.964.0 ± 4.061.6 ± 3.9
250 81.2 ± 3.380.6 ± 2.964.5 ± 3.762.2 ± 4.7
300 83.4 ± 3.582.8 ± 3.266.8 ± 6.564.8 ± 6.4
350 84.0 ± 2.382.9 ± 1.965.5 ± 3.963.6 ± 4.1
400 86.0 ± 1.885.4 ± 2.169.2 ± 3.866.3 ± 4.5
450 85.2 ± 1.984.6 ± 2.267.2 ± 3.463.7 ± 4.4
500 86.6 ± 2.785.0 ± 3.268.0 ± 4.664.1 ± 3.9
550 86.9 ± 2.285.7 ± 2.468.6 ± 3.764.3 ± 3.5
600 87.8 ± 2.385.7 ± 2.069.5 ± 4.465.8 ± 4.6
650 88.4 ± 1.486.4 ± 1.869.8 ± 3.565.0 ± 3.5
700 88.9 ± 2.487.0 ± 1.972.0 ± 3.867.0 ± 4.1
750 89.2 ± 2.088.0 ± 2.072.8 ± 3.468.2 ± 3.2
800 89.7 ± 2.188.5 ± 2.373.4 ± 4.169.6 ± 4.0
850 90.7 ± 1.288.7 ± 1.273.7 ± 4.368.0 ± 4.3
900 90.6 ± 1.789.0 ± 1.673.2 ± 3.569.3 ± 3.2
950 91.2 ± 1.889.7 ± 2.074.7 ± 4.870.7 ± 4.3
1000 91.8 ± 1.090.3 ± 1.175.7 ± 2.872.2 ± 3.3
1050 92.3 ± 1.090.5 ± 1.875.2 ± 3.670.6 ± 5.4
1100 92.7 ± 1.291.1 ± 1.177.3 ± 4.672.2 ± 4.2
1150 93.0 ± 1.391.9 ± 1.779.4 ± 3.474.2 ± 5.4
1200 94.4 ± 0.692.3 ± 1.481.5 ± 2.775.4 ± 3.7

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