imagining syntax

← mirror_v1

s5_e4

done · peak unseen_mismatch 69.0

α schedule

α 5.0 ×50 α 4.9565 ×50 α 4.913 ×50 α 4.8696 ×50 α 4.8261 ×50 α 4.7826 ×50 α 4.7391 ×50 α 4.6957 ×50 α 4.6522 ×50 α 4.6087 ×50 α 4.5652 ×50 α 4.5217 ×50 α 4.4783 ×50 α 4.4348 ×50 α 4.3913 ×50 α 4.3478 ×50 α 4.3043 ×50 α 4.2609 ×50 α 4.2174 ×50 α 4.1739 ×50 α 4.1304 ×50 α 4.087 ×50 α 4.0435 ×50 α 4.0 ×50

direction
descending
α range
4.0–5.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 4.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 51.8 ± 2.149.9 ± 1.250.2 ± 1.850.0 ± 1.4
100 60.3 ± 7.158.5 ± 6.854.0 ± 4.752.4 ± 4.1
150 75.6 ± 5.574.1 ± 5.661.1 ± 4.258.4 ± 4.1
200 79.1 ± 1.878.0 ± 1.562.2 ± 3.160.6 ± 3.3
250 81.0 ± 2.080.0 ± 1.662.5 ± 3.261.0 ± 2.6
300 83.0 ± 1.781.8 ± 1.864.8 ± 4.063.1 ± 3.8
350 85.4 ± 2.984.0 ± 2.767.7 ± 4.765.7 ± 5.2
400 85.3 ± 2.483.7 ± 2.266.8 ± 4.263.4 ± 4.8
450 85.3 ± 1.582.7 ± 2.066.1 ± 4.961.9 ± 4.6
500 86.5 ± 2.284.3 ± 2.368.7 ± 5.763.3 ± 5.2
550 85.9 ± 1.984.0 ± 2.366.9 ± 4.863.4 ± 5.2
600 86.8 ± 1.484.4 ± 1.467.8 ± 3.163.6 ± 3.3
650 87.2 ± 1.685.1 ± 1.768.9 ± 5.364.0 ± 5.0
700 87.0 ± 1.484.8 ± 1.567.5 ± 4.762.6 ± 4.4
750 87.6 ± 1.284.8 ± 1.870.0 ± 3.363.9 ± 4.7
800 87.8 ± 1.385.3 ± 1.769.1 ± 4.064.6 ± 4.5
850 88.3 ± 1.486.3 ± 2.069.0 ± 5.464.6 ± 5.6
900 88.6 ± 1.585.9 ± 1.470.1 ± 4.565.0 ± 4.1
950 88.6 ± 1.185.9 ± 1.470.6 ± 3.964.7 ± 3.8
1000 88.6 ± 1.086.6 ± 1.270.9 ± 2.965.6 ± 4.1
1050 89.6 ± 1.086.7 ± 1.471.8 ± 3.465.5 ± 3.9
1100 89.2 ± 1.586.9 ± 1.971.7 ± 5.366.3 ± 6.0
1150 89.9 ± 1.187.9 ± 1.673.8 ± 4.369.0 ± 5.2
1200 89.9 ± 1.087.9 ± 1.272.2 ± 4.068.2 ± 4.5

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