imagining syntax

← mirror_v1

s1_e1

done · peak unseen_mismatch 89.6

α schedule

α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50 α 1.0 ×50

direction
constant
α range
1.0–1.0
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 50.6 ± 1.349.1 ± 0.750.0 ± 2.050.2 ± 1.2
100 50.4 ± 0.949.9 ± 1.850.1 ± 1.049.7 ± 1.0
150 51.5 ± 5.248.6 ± 3.352.0 ± 5.549.2 ± 2.8
200 63.0 ± 18.542.5 ± 12.961.4 ± 19.142.3 ± 12.7
250 85.6 ± 18.736.8 ± 12.084.6 ± 19.337.6 ± 12.1
300 90.8 ± 18.430.5 ± 17.390.9 ± 18.130.7 ± 17.6
350 100.0 ± 0.033.5 ± 28.1100.0 ± 0.133.2 ± 28.3
400 100.0 ± 0.040.0 ± 20.4100.0 ± 0.040.4 ± 20.5
450 100.0 ± 0.037.7 ± 23.5100.0 ± 0.037.9 ± 24.0
500 100.0 ± 0.045.3 ± 33.6100.0 ± 0.044.5 ± 33.2
550 100.0 ± 0.045.9 ± 26.4100.0 ± 0.046.2 ± 25.7
600 100.0 ± 0.050.4 ± 30.9100.0 ± 0.049.7 ± 31.2
650 100.0 ± 0.060.5 ± 31.0100.0 ± 0.060.9 ± 30.1
700 100.0 ± 0.047.1 ± 31.8100.0 ± 0.045.9 ± 31.2
750 100.0 ± 0.058.5 ± 27.6100.0 ± 0.058.3 ± 27.2
800 100.0 ± 0.070.2 ± 24.6100.0 ± 0.069.9 ± 24.5
850 100.0 ± 0.069.8 ± 34.9100.0 ± 0.069.5 ± 34.8
900 100.0 ± 0.069.1 ± 29.7100.0 ± 0.069.0 ± 29.7
950 100.0 ± 0.074.9 ± 33.0100.0 ± 0.074.9 ± 32.9
1000 100.0 ± 0.069.8 ± 32.8100.0 ± 0.068.7 ± 33.2
1050 100.0 ± 0.076.9 ± 30.1100.0 ± 0.077.0 ± 30.0
1100 100.0 ± 0.084.8 ± 26.199.9 ± 0.284.0 ± 26.2
1150 100.0 ± 0.091.0 ± 11.5100.0 ± 0.089.6 ± 12.3
1200 100.0 ± 0.086.3 ± 22.2100.0 ± 0.185.6 ± 22.1

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