imagining syntax

← mirror_v1

s1_e2

done · peak unseen_mismatch 99.6

α schedule

α 1.0 ×50 α 1.0435 ×50 α 1.087 ×50 α 1.1304 ×50 α 1.1739 ×50 α 1.2174 ×50 α 1.2609 ×50 α 1.3043 ×50 α 1.3478 ×50 α 1.3913 ×50 α 1.4348 ×50 α 1.4783 ×50 α 1.5217 ×50 α 1.5652 ×50 α 1.6087 ×50 α 1.6522 ×50 α 1.6957 ×50 α 1.7391 ×50 α 1.7826 ×50 α 1.8261 ×50 α 1.8696 ×50 α 1.913 ×50 α 1.9565 ×50 α 2.0 ×50

direction
ascending
α range
1.0–2.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 2.0

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 ± 1.349.1 ± 0.750.0 ± 2.050.2 ± 1.2
100 50.4 ± 0.949.9 ± 1.849.9 ± 1.149.3 ± 0.9
150 51.8 ± 5.448.6 ± 3.552.4 ± 5.348.1 ± 3.3
200 64.3 ± 20.141.9 ± 13.462.5 ± 20.940.8 ± 13.3
250 72.0 ± 21.340.1 ± 16.671.3 ± 21.940.8 ± 16.7
300 90.7 ± 18.723.5 ± 18.790.9 ± 18.223.6 ± 19.5
350 94.6 ± 10.829.5 ± 18.594.4 ± 11.429.4 ± 19.2
400 100.0 ± 0.037.3 ± 28.3100.0 ± 0.037.3 ± 27.3
450 100.0 ± 0.043.6 ± 27.7100.0 ± 0.043.7 ± 28.0
500 100.0 ± 0.067.1 ± 29.7100.0 ± 0.066.7 ± 29.7
550 100.0 ± 0.076.7 ± 19.5100.0 ± 0.076.8 ± 19.3
600 100.0 ± 0.075.4 ± 27.9100.0 ± 0.075.6 ± 27.8
650 100.0 ± 0.099.5 ± 0.6100.0 ± 0.099.6 ± 0.4
700 99.9 ± 0.295.4 ± 8.0100.0 ± 0.195.4 ± 8.0
750 100.0 ± 0.195.6 ± 12.599.4 ± 0.995.0 ± 11.5
800 99.6 ± 0.699.0 ± 1.399.2 ± 0.998.5 ± 1.2
850 99.5 ± 0.699.1 ± 0.898.7 ± 1.998.1 ± 2.1
900 99.2 ± 0.894.0 ± 14.497.5 ± 2.791.9 ± 13.5
950 99.2 ± 0.798.8 ± 0.797.4 ± 3.096.7 ± 2.7
1000 98.8 ± 0.998.0 ± 1.496.6 ± 3.094.9 ± 3.5
1050 98.6 ± 0.798.2 ± 0.995.7 ± 3.494.5 ± 3.3
1100 98.5 ± 0.898.0 ± 0.894.5 ± 2.893.8 ± 3.1
1150 98.3 ± 0.797.7 ± 1.093.2 ± 3.491.9 ± 4.1
1200 97.6 ± 1.297.2 ± 1.192.3 ± 3.090.8 ± 3.4

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