imagining syntax

← mirror_v1

s1_e5

done · peak unseen_mismatch 94.9

α schedule

α 1.0 ×50 α 1.1739 ×50 α 1.3478 ×50 α 1.5217 ×50 α 1.6957 ×50 α 1.8696 ×50 α 2.0435 ×50 α 2.2174 ×50 α 2.3913 ×50 α 2.5652 ×50 α 2.7391 ×50 α 2.913 ×50 α 3.087 ×50 α 3.2609 ×50 α 3.4348 ×50 α 3.6087 ×50 α 3.7826 ×50 α 3.9565 ×50 α 4.1304 ×50 α 4.3043 ×50 α 4.4783 ×50 α 4.6522 ×50 α 4.8261 ×50 α 5.0 ×50

direction
ascending
α range
1.0–5.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 5.0

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 ± 1.549.8 ± 1.850.4 ± 1.449.3 ± 0.6
150 52.4 ± 7.147.4 ± 5.153.1 ± 7.147.7 ± 4.6
200 65.4 ± 19.246.0 ± 7.664.2 ± 19.544.8 ± 8.6
250 84.3 ± 20.346.4 ± 14.183.5 ± 20.947.4 ± 14.1
300 95.0 ± 10.563.4 ± 18.895.0 ± 10.564.5 ± 18.5
350 99.9 ± 0.283.0 ± 20.999.8 ± 0.383.0 ± 19.7
400 99.6 ± 0.982.6 ± 27.399.0 ± 1.982.1 ± 27.4
450 99.7 ± 0.493.6 ± 7.898.7 ± 1.892.5 ± 7.4
500 98.9 ± 1.197.3 ± 1.897.2 ± 2.994.9 ± 3.5
550 97.6 ± 2.096.2 ± 2.194.0 ± 5.291.4 ± 5.4
600 96.1 ± 2.295.2 ± 2.189.3 ± 5.588.1 ± 5.6
650 95.2 ± 1.894.1 ± 1.586.6 ± 5.384.5 ± 3.8
700 93.4 ± 2.192.6 ± 1.682.6 ± 4.480.1 ± 4.1
750 91.5 ± 1.690.8 ± 1.378.6 ± 4.776.8 ± 4.2
800 90.0 ± 1.389.1 ± 1.276.2 ± 3.874.3 ± 2.5
850 89.2 ± 1.188.4 ± 1.373.3 ± 4.171.2 ± 2.9
900 88.4 ± 0.887.5 ± 1.671.3 ± 5.268.7 ± 2.7
950 87.4 ± 0.887.1 ± 1.970.4 ± 4.367.9 ± 2.7
1000 87.0 ± 0.986.4 ± 2.168.9 ± 4.666.9 ± 2.5
1050 86.9 ± 1.286.1 ± 1.769.5 ± 3.267.4 ± 2.9
1100 86.5 ± 0.986.0 ± 1.867.9 ± 3.566.0 ± 2.1
1150 86.6 ± 1.285.8 ± 1.367.5 ± 3.865.0 ± 3.2
1200 86.0 ± 1.585.5 ± 1.566.0 ± 4.364.3 ± 2.2

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