imagining syntax

← slopesweep_v1

s5_e1

done · peak unseen_mismatch 93.0

α schedule

α 5.0 ×50 α 4.8261 ×50 α 4.6522 ×50 α 4.4783 ×50 α 4.3043 ×50 α 4.1304 ×50 α 3.9565 ×50 α 3.7826 ×50 α 3.6087 ×50 α 3.4348 ×50 α 3.2609 ×50 α 3.087 ×50 α 2.913 ×50 α 2.7391 ×50 α 2.5652 ×50 α 2.3913 ×50 α 2.2174 ×50 α 2.0435 ×50 α 1.8696 ×50 α 1.6957 ×50 α 1.5217 ×50 α 1.3478 ×50 α 1.1739 ×50 α 1.0 ×50

direction
descending
α range
1.0–5.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 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 51.3 ± 1.550.3 ± 1.350.3 ± 1.550.3 ± 1.8
100 61.6 ± 6.957.9 ± 5.153.8 ± 3.751.3 ± 2.2
150 79.6 ± 3.377.8 ± 2.265.6 ± 5.262.8 ± 4.6
200 81.0 ± 2.480.2 ± 2.264.7 ± 3.862.7 ± 3.5
250 81.9 ± 2.881.5 ± 2.965.6 ± 4.163.1 ± 4.2
300 84.4 ± 3.083.3 ± 2.667.0 ± 6.065.0 ± 6.1
350 85.7 ± 2.384.3 ± 2.167.7 ± 3.965.4 ± 3.8
400 88.4 ± 1.187.4 ± 2.073.0 ± 2.369.8 ± 4.4
450 88.0 ± 1.486.9 ± 1.670.7 ± 4.066.7 ± 4.1
500 89.0 ± 2.287.1 ± 2.371.5 ± 3.966.7 ± 3.6
550 90.2 ± 1.787.7 ± 2.373.3 ± 3.567.4 ± 3.6
600 91.7 ± 1.989.2 ± 2.474.4 ± 5.868.4 ± 5.9
650 92.4 ± 1.590.1 ± 2.277.1 ± 4.170.5 ± 4.6
700 93.2 ± 1.590.9 ± 1.578.1 ± 3.571.5 ± 3.3
750 94.3 ± 1.292.4 ± 2.081.6 ± 3.974.3 ± 5.1
800 95.9 ± 1.493.6 ± 1.884.9 ± 4.077.9 ± 5.2
850 96.5 ± 0.895.0 ± 1.387.2 ± 2.979.4 ± 4.1
900 97.1 ± 0.995.9 ± 1.388.2 ± 3.279.9 ± 4.8
950 98.5 ± 0.796.8 ± 1.391.5 ± 3.581.6 ± 5.5
1000 99.1 ± 0.597.7 ± 1.393.7 ± 1.685.2 ± 5.1
1050 99.6 ± 0.298.1 ± 1.395.7 ± 2.086.3 ± 7.1
1100 99.8 ± 0.198.9 ± 0.897.0 ± 1.189.1 ± 5.8
1150 99.9 ± 0.199.2 ± 0.798.5 ± 1.589.2 ± 6.5
1200 100.0 ± 0.099.6 ± 0.799.6 ± 0.593.0 ± 8.9

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