imagining syntax

← slopesweep_v1

s3_e1

done · peak unseen_mismatch 93.2

α schedule

α 3.0 ×50 α 2.913 ×50 α 2.8261 ×50 α 2.7391 ×50 α 2.6522 ×50 α 2.5652 ×50 α 2.4783 ×50 α 2.3913 ×50 α 2.3043 ×50 α 2.2174 ×50 α 2.1304 ×50 α 2.0435 ×50 α 1.9565 ×50 α 1.8696 ×50 α 1.7826 ×50 α 1.6957 ×50 α 1.6087 ×50 α 1.5217 ×50 α 1.4348 ×50 α 1.3478 ×50 α 1.2609 ×50 α 1.1739 ×50 α 1.087 ×50 α 1.0 ×50

direction
descending
α range
1.0–3.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 1.0

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 52.6 ± 2.450.9 ± 2.251.7 ± 1.450.0 ± 1.3
150 78.3 ± 7.869.8 ± 10.771.7 ± 9.663.3 ± 9.4
200 91.9 ± 5.189.0 ± 3.884.3 ± 9.078.7 ± 7.2
250 93.2 ± 3.191.9 ± 3.284.0 ± 6.980.2 ± 8.1
300 93.7 ± 1.092.6 ± 1.583.6 ± 3.179.0 ± 3.4
350 94.4 ± 1.392.5 ± 2.282.1 ± 2.977.2 ± 3.4
400 95.3 ± 1.093.5 ± 1.584.7 ± 3.379.0 ± 5.3
450 95.5 ± 1.093.9 ± 1.483.9 ± 3.278.4 ± 3.6
500 96.3 ± 1.194.3 ± 0.887.4 ± 3.180.3 ± 3.2
550 96.8 ± 1.095.2 ± 1.187.7 ± 3.681.3 ± 4.9
600 97.3 ± 0.995.2 ± 1.788.9 ± 2.681.3 ± 5.8
650 97.9 ± 0.796.1 ± 1.289.9 ± 3.082.5 ± 4.6
700 98.5 ± 0.496.5 ± 1.291.9 ± 1.783.5 ± 3.7
750 98.7 ± 0.497.1 ± 0.992.1 ± 2.984.4 ± 5.5
800 99.0 ± 0.497.7 ± 1.094.1 ± 2.087.5 ± 5.2
850 99.5 ± 0.298.5 ± 0.795.6 ± 2.189.1 ± 4.7
900 99.5 ± 0.298.4 ± 0.895.3 ± 2.088.8 ± 4.4
950 99.8 ± 0.298.8 ± 0.797.3 ± 1.589.9 ± 5.0
1000 99.9 ± 0.198.8 ± 1.197.8 ± 1.489.8 ± 7.0
1050 99.9 ± 0.198.8 ± 1.298.2 ± 1.389.6 ± 8.1
1100 100.0 ± 0.199.2 ± 0.898.7 ± 0.792.0 ± 4.2
1150 100.0 ± 0.099.2 ± 0.898.9 ± 1.091.4 ± 7.8
1200 100.0 ± 0.099.5 ± 1.099.5 ± 0.393.2 ± 8.1

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