imagining syntax

← slopesweep_v1

s3_e0

done · peak unseen_mismatch 92.0

α schedule

α 3.0 ×50 α 2.8696 ×50 α 2.7391 ×50 α 2.6087 ×50 α 2.4783 ×50 α 2.3478 ×50 α 2.2174 ×50 α 2.087 ×50 α 1.9565 ×50 α 1.8261 ×50 α 1.6957 ×50 α 1.5652 ×50 α 1.4348 ×50 α 1.3043 ×50 α 1.1739 ×50 α 1.0435 ×50 α 0.913 ×50 α 0.7826 ×50 α 0.6522 ×50 α 0.5217 ×50 α 0.3913 ×50 α 0.2609 ×50 α 0.1304 ×50 α 0.0 ×50

direction
descending
α range
0.0–3.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 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 50.6 ± 1.249.8 ± 1.449.8 ± 1.651.1 ± 1.2
100 52.8 ± 3.150.8 ± 2.151.8 ± 1.949.8 ± 1.4
150 77.0 ± 8.869.0 ± 12.270.1 ± 9.963.0 ± 9.9
200 93.8 ± 4.788.6 ± 6.087.7 ± 8.780.2 ± 8.1
250 94.8 ± 2.593.0 ± 2.986.9 ± 6.783.1 ± 6.6
300 94.7 ± 1.893.6 ± 1.986.3 ± 4.782.6 ± 4.3
350 95.5 ± 1.093.8 ± 1.585.8 ± 3.379.9 ± 4.5
400 97.1 ± 0.895.4 ± 1.187.3 ± 2.082.3 ± 3.4
450 97.2 ± 0.895.2 ± 1.788.3 ± 3.181.2 ± 5.0
500 98.0 ± 0.796.1 ± 1.190.6 ± 2.483.6 ± 2.8
550 98.6 ± 0.597.2 ± 1.192.2 ± 2.485.2 ± 3.7
600 99.0 ± 0.397.7 ± 1.494.3 ± 1.686.0 ± 6.2
650 99.6 ± 0.398.4 ± 1.096.1 ± 2.289.6 ± 6.0
700 99.8 ± 0.198.8 ± 0.597.5 ± 1.490.4 ± 4.1
750 99.9 ± 0.199.3 ± 0.598.9 ± 0.892.0 ± 5.4
800 100.0 ± 0.099.1 ± 1.199.1 ± 0.791.0 ± 7.7
850 100.0 ± 0.099.1 ± 0.899.5 ± 0.791.7 ± 3.5
900 100.0 ± 0.098.0 ± 3.099.5 ± 0.389.5 ± 8.0
950 100.0 ± 0.088.9 ± 16.599.5 ± 1.179.0 ± 20.5
1000 100.0 ± 0.081.0 ± 16.999.9 ± 0.267.1 ± 17.9
1050 100.0 ± 0.054.1 ± 24.199.9 ± 0.147.4 ± 21.7
1100 100.0 ± 0.030.3 ± 14.3100.0 ± 0.129.2 ± 14.9
1150 100.0 ± 0.019.7 ± 12.499.6 ± 0.722.7 ± 12.8
1200 100.0 ± 0.015.2 ± 12.099.4 ± 0.719.0 ± 11.3

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