imagining syntax

← slopesweep_v1

s5_e4

done · peak unseen_mismatch 69.1

α schedule

α 5.0 ×50 α 4.9565 ×50 α 4.913 ×50 α 4.8696 ×50 α 4.8261 ×50 α 4.7826 ×50 α 4.7391 ×50 α 4.6957 ×50 α 4.6522 ×50 α 4.6087 ×50 α 4.5652 ×50 α 4.5217 ×50 α 4.4783 ×50 α 4.4348 ×50 α 4.3913 ×50 α 4.3478 ×50 α 4.3043 ×50 α 4.2609 ×50 α 4.2174 ×50 α 4.1739 ×50 α 4.1304 ×50 α 4.087 ×50 α 4.0435 ×50 α 4.0 ×50

direction
descending
α range
4.0–5.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 4.0

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 61.8 ± 6.858.2 ± 5.253.9 ± 3.851.2 ± 2.2
150 78.6 ± 3.976.9 ± 3.365.2 ± 5.362.3 ± 4.9
200 80.2 ± 2.979.0 ± 3.063.5 ± 3.961.7 ± 3.3
250 81.1 ± 3.480.3 ± 2.764.0 ± 3.662.3 ± 4.3
300 82.6 ± 3.781.8 ± 3.366.1 ± 6.764.0 ± 6.5
350 82.4 ± 2.582.1 ± 2.164.5 ± 3.562.2 ± 3.8
400 84.8 ± 2.184.2 ± 2.668.7 ± 3.565.5 ± 5.0
450 84.6 ± 2.683.8 ± 3.067.1 ± 4.263.6 ± 4.7
500 85.9 ± 3.584.6 ± 3.368.9 ± 5.564.5 ± 4.8
550 85.5 ± 2.484.4 ± 3.268.1 ± 3.464.6 ± 3.3
600 86.0 ± 2.784.5 ± 2.868.7 ± 4.765.3 ± 4.1
650 86.8 ± 2.084.9 ± 2.668.3 ± 3.764.3 ± 3.6
700 87.5 ± 2.485.3 ± 2.170.0 ± 3.765.5 ± 3.3
750 87.2 ± 1.885.7 ± 2.170.9 ± 3.166.0 ± 3.3
800 87.0 ± 1.886.1 ± 2.470.4 ± 3.165.4 ± 4.1
850 88.1 ± 1.586.6 ± 2.070.9 ± 3.065.7 ± 3.6
900 88.4 ± 2.086.5 ± 2.671.7 ± 4.165.2 ± 5.4
950 88.4 ± 1.786.8 ± 2.071.0 ± 3.364.9 ± 4.5
1000 88.7 ± 1.586.5 ± 1.871.2 ± 3.466.5 ± 4.7
1050 89.1 ± 1.287.2 ± 1.572.2 ± 4.066.7 ± 5.4
1100 89.8 ± 2.088.2 ± 2.073.2 ± 3.667.2 ± 4.2
1150 90.2 ± 1.787.7 ± 2.373.8 ± 3.967.2 ± 4.4
1200 90.3 ± 1.388.2 ± 1.573.8 ± 3.169.1 ± 3.7

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