imagining syntax

← slopesweep_v1

s3_e2

done · peak unseen_mismatch 86.6

α schedule

α 3.0 ×50 α 2.9565 ×50 α 2.913 ×50 α 2.8696 ×50 α 2.8261 ×50 α 2.7826 ×50 α 2.7391 ×50 α 2.6957 ×50 α 2.6522 ×50 α 2.6087 ×50 α 2.5652 ×50 α 2.5217 ×50 α 2.4783 ×50 α 2.4348 ×50 α 2.3913 ×50 α 2.3478 ×50 α 2.3043 ×50 α 2.2609 ×50 α 2.2174 ×50 α 2.1739 ×50 α 2.1304 ×50 α 2.087 ×50 α 2.0435 ×50 α 2.0 ×50

direction
descending
α range
2.0–3.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 2.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 50.6 ± 1.249.8 ± 1.449.8 ± 1.651.1 ± 1.2
100 52.8 ± 2.550.6 ± 2.451.7 ± 1.349.8 ± 1.4
150 76.6 ± 8.269.2 ± 9.870.9 ± 9.862.8 ± 9.5
200 91.0 ± 4.688.8 ± 3.982.9 ± 8.678.2 ± 7.8
250 92.7 ± 3.191.1 ± 3.182.4 ± 7.178.4 ± 7.2
300 92.8 ± 1.691.0 ± 1.681.6 ± 4.177.2 ± 5.0
350 93.2 ± 1.691.7 ± 2.080.0 ± 4.675.3 ± 4.9
400 94.1 ± 0.692.7 ± 1.381.3 ± 3.677.2 ± 5.1
450 93.5 ± 0.992.3 ± 1.079.6 ± 4.175.3 ± 4.7
500 94.1 ± 1.192.7 ± 1.881.8 ± 4.476.8 ± 4.2
550 95.1 ± 1.093.3 ± 1.183.2 ± 4.677.6 ± 5.1
600 95.2 ± 0.893.3 ± 1.282.7 ± 3.977.4 ± 4.8
650 95.5 ± 0.594.1 ± 1.184.2 ± 3.578.4 ± 3.7
700 96.3 ± 0.794.3 ± 1.285.5 ± 3.179.0 ± 5.0
750 96.5 ± 0.994.8 ± 1.487.8 ± 3.280.9 ± 4.8
800 96.5 ± 0.694.8 ± 1.287.6 ± 3.481.5 ± 5.8
850 96.9 ± 0.595.4 ± 1.088.2 ± 3.481.5 ± 4.6
900 96.9 ± 0.695.2 ± 0.887.8 ± 2.881.9 ± 4.8
950 97.5 ± 0.795.9 ± 1.188.9 ± 2.683.6 ± 3.4
1000 97.8 ± 0.796.2 ± 1.090.4 ± 2.484.2 ± 3.3
1050 97.6 ± 0.995.9 ± 1.389.9 ± 3.082.9 ± 5.7
1100 97.9 ± 0.596.3 ± 0.990.0 ± 3.383.6 ± 4.3
1150 98.0 ± 0.696.6 ± 0.891.2 ± 2.584.9 ± 4.3
1200 98.5 ± 0.597.3 ± 0.892.7 ± 3.186.6 ± 4.0

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