imagining syntax

← budget_v1

T450

done · peak unseen_mismatch 95.3

α schedule

α 5.0 ×10 α 5.0 ×10 α 5.0 ×10 α 5.0 ×10 α 5.0 ×10 α 5.0 ×10 α 5.0 ×10 α 5.0 ×10 α 0.7 ×10 α 0.7 ×10 α 0.7 ×10 α 0.7 ×10 α 0.7 ×10 α 0.7 ×10 α 0.7 ×10 α 0.7 ×10 α 3.1429 ×10 α 3.1429 ×10 α 3.1429 ×9 α 3.1429 ×9 α 3.1429 ×9 α 3.1429 ×9 α 3.1429 ×9 α 3.1429 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 1.2857 ×9 α 1.2857 ×9 α 1.2857 ×9 α 1.2857 ×9 α 1.2857 ×9 α 1.2857 ×9 α 1.2857 ×9 α 1.2857 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9 α 0.7 ×9

direction
mixed
α range
0.7–5.0
stages
48

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.7

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 51.5 ± 1.549.9 ± 1.349.8 ± 1.949.6 ± 2.2
50 50.9 ± 1.850.0 ± 1.250.2 ± 1.650.4 ± 1.5
75 54.0 ± 1.951.6 ± 1.951.1 ± 1.750.1 ± 2.2
100 56.4 ± 4.952.4 ± 2.953.1 ± 3.949.7 ± 1.6
125 67.7 ± 16.951.2 ± 6.365.8 ± 17.350.7 ± 5.9
150 82.2 ± 18.645.9 ± 14.681.2 ± 19.346.4 ± 14.3
175 95.9 ± 8.350.3 ± 22.195.4 ± 9.249.4 ± 22.0
200 99.3 ± 1.771.8 ± 25.099.2 ± 2.071.0 ± 24.7
225 99.7 ± 0.589.8 ± 16.799.6 ± 0.788.5 ± 16.9
250 100.0 ± 0.094.1 ± 13.799.9 ± 0.293.7 ± 13.8
275 100.0 ± 0.091.5 ± 15.2100.0 ± 0.091.3 ± 14.6
300 100.0 ± 0.089.1 ± 19.8100.0 ± 0.088.7 ± 19.5
325 100.0 ± 0.083.2 ± 25.3100.0 ± 0.083.1 ± 25.2
350 100.0 ± 0.093.6 ± 13.0100.0 ± 0.092.7 ± 14.1
375 100.0 ± 0.195.9 ± 8.099.9 ± 0.395.0 ± 9.2
400 100.0 ± 0.096.1 ± 8.0100.0 ± 0.095.3 ± 9.2
450 100.0 ± 0.089.8 ± 18.4100.0 ± 0.089.1 ± 18.1

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