imagining syntax

← slopesweep_v1

s4_e1

done · peak unseen_mismatch 94.0

α schedule

α 4.0 ×50 α 3.8696 ×50 α 3.7391 ×50 α 3.6087 ×50 α 3.4783 ×50 α 3.3478 ×50 α 3.2174 ×50 α 3.087 ×50 α 2.9565 ×50 α 2.8261 ×50 α 2.6957 ×50 α 2.5652 ×50 α 2.4348 ×50 α 2.3043 ×50 α 2.1739 ×50 α 2.0435 ×50 α 1.913 ×50 α 1.7826 ×50 α 1.6522 ×50 α 1.5217 ×50 α 1.3913 ×50 α 1.2609 ×50 α 1.1304 ×50 α 1.0 ×50

direction
descending
α range
1.0–4.0
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 51.4 ± 1.250.2 ± 1.349.9 ± 1.650.4 ± 1.8
100 56.2 ± 4.953.9 ± 4.752.4 ± 2.950.5 ± 2.2
150 81.6 ± 5.677.5 ± 7.470.2 ± 7.964.5 ± 7.2
200 85.2 ± 4.183.8 ± 4.170.8 ± 7.768.4 ± 6.7
250 86.4 ± 2.585.5 ± 2.371.4 ± 4.668.0 ± 5.3
300 89.1 ± 1.988.5 ± 1.775.2 ± 4.072.2 ± 4.4
350 90.0 ± 1.689.0 ± 1.673.6 ± 4.770.6 ± 5.0
400 91.4 ± 1.789.9 ± 2.377.3 ± 4.873.3 ± 5.3
450 91.5 ± 1.390.4 ± 1.576.7 ± 3.772.5 ± 4.4
500 92.8 ± 1.691.9 ± 1.678.4 ± 3.674.7 ± 4.1
550 93.9 ± 1.192.6 ± 1.281.0 ± 4.475.4 ± 4.8
600 94.7 ± 1.793.0 ± 1.581.4 ± 5.276.2 ± 5.1
650 95.4 ± 1.393.7 ± 1.382.6 ± 3.877.2 ± 4.7
700 96.6 ± 1.094.5 ± 1.485.4 ± 3.779.7 ± 5.6
750 96.8 ± 1.195.7 ± 1.088.5 ± 3.883.8 ± 3.3
800 97.5 ± 1.096.4 ± 0.789.7 ± 2.183.9 ± 4.8
850 98.1 ± 0.896.7 ± 0.990.8 ± 3.584.8 ± 5.1
900 98.6 ± 0.697.5 ± 0.792.9 ± 2.486.1 ± 4.4
950 99.4 ± 0.598.1 ± 0.794.9 ± 2.687.4 ± 4.2
1000 99.6 ± 0.398.7 ± 0.596.5 ± 2.090.1 ± 5.6
1050 99.9 ± 0.199.0 ± 0.997.9 ± 1.390.0 ± 6.5
1100 99.9 ± 0.199.4 ± 0.498.4 ± 0.891.0 ± 6.8
1150 100.0 ± 0.199.6 ± 0.499.0 ± 0.793.2 ± 5.2
1200 100.0 ± 0.099.6 ± 0.499.7 ± 0.294.0 ± 5.1

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