imagining syntax

← refine_v1

smooth_K6

done · peak unseen_mismatch 85.1

α schedule

α 2.8571 ×150 α 2.5714 ×150 α 2.2857 ×150 α 2.0 ×150 α 1.7143 ×150 α 1.4286 ×150

direction
descending
α range
1.4286–2.8571
stages
6

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 1.4286

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.9 ± 1.650.2 ± 1.749.5 ± 1.450.1 ± 1.5
50 51.2 ± 1.849.9 ± 1.849.9 ± 1.849.4 ± 1.3
75 52.1 ± 2.049.8 ± 2.051.3 ± 2.050.0 ± 1.7
100 55.6 ± 8.049.1 ± 4.154.1 ± 7.249.1 ± 4.6
125 66.8 ± 16.251.6 ± 7.964.1 ± 16.250.0 ± 6.1
150 83.8 ± 15.266.0 ± 14.881.0 ± 16.362.8 ± 14.1
175 96.8 ± 4.078.6 ± 21.695.3 ± 4.976.1 ± 19.9
200 99.0 ± 1.286.1 ± 19.898.0 ± 2.883.4 ± 18.8
225 98.5 ± 1.688.7 ± 16.897.0 ± 3.484.7 ± 16.3
250 98.2 ± 1.788.8 ± 16.995.6 ± 4.284.1 ± 15.8
275 97.7 ± 1.889.5 ± 15.193.8 ± 5.382.6 ± 15.2
300 97.1 ± 2.391.0 ± 10.792.4 ± 5.383.6 ± 10.5
325 97.0 ± 2.191.6 ± 7.391.2 ± 6.883.0 ± 9.0
350 97.1 ± 1.994.5 ± 3.391.3 ± 5.985.1 ± 8.8
375 96.9 ± 2.093.4 ± 3.290.1 ± 6.383.1 ± 8.4
400 96.7 ± 1.894.3 ± 2.889.5 ± 6.082.8 ± 8.7
450 96.3 ± 1.693.0 ± 2.588.1 ± 5.779.8 ± 8.0
500 97.6 ± 1.394.7 ± 2.590.7 ± 4.782.2 ± 8.1
550 97.5 ± 1.294.3 ± 2.790.3 ± 3.979.3 ± 9.0
600 97.5 ± 0.894.5 ± 2.589.5 ± 4.178.5 ± 8.8
650 98.7 ± 0.895.6 ± 2.794.1 ± 3.281.9 ± 10.0
700 98.8 ± 0.595.9 ± 2.393.6 ± 3.281.8 ± 10.3
750 98.9 ± 0.695.4 ± 2.093.5 ± 2.778.8 ± 8.1
800 99.6 ± 0.397.2 ± 1.796.7 ± 1.482.9 ± 9.9
850 99.8 ± 0.296.7 ± 3.197.7 ± 1.582.0 ± 12.2
900 99.7 ± 0.496.3 ± 2.696.7 ± 2.080.0 ± 10.8

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