imagining syntax

← mirror_v1

s5_e0

done · peak unseen_mismatch 92.7

α schedule

α 5.0 ×50 α 4.7826 ×50 α 4.5652 ×50 α 4.3478 ×50 α 4.1304 ×50 α 3.913 ×50 α 3.6957 ×50 α 3.4783 ×50 α 3.2609 ×50 α 3.0435 ×50 α 2.8261 ×50 α 2.6087 ×50 α 2.3913 ×50 α 2.1739 ×50 α 1.9565 ×50 α 1.7391 ×50 α 1.5217 ×50 α 1.3043 ×50 α 1.087 ×50 α 0.8696 ×50 α 0.6522 ×50 α 0.4348 ×50 α 0.2174 ×50 α 0.0 ×50

direction
descending
α range
0.0–5.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 51.8 ± 2.149.9 ± 1.250.2 ± 1.850.0 ± 1.4
100 60.0 ± 7.658.3 ± 7.153.8 ± 4.852.9 ± 4.3
150 76.5 ± 6.174.7 ± 5.861.8 ± 4.159.2 ± 4.4
200 80.6 ± 1.879.1 ± 1.663.2 ± 3.661.2 ± 3.0
250 83.5 ± 2.082.4 ± 2.065.2 ± 4.463.4 ± 3.8
300 85.4 ± 1.683.8 ± 2.066.7 ± 3.064.9 ± 2.2
350 88.7 ± 2.586.7 ± 3.070.1 ± 5.068.2 ± 6.0
400 88.1 ± 2.086.3 ± 1.768.4 ± 4.665.7 ± 4.6
450 91.2 ± 1.289.2 ± 1.673.0 ± 5.069.3 ± 5.8
500 91.9 ± 1.589.3 ± 1.674.9 ± 5.069.3 ± 4.7
550 92.9 ± 1.490.5 ± 1.877.6 ± 4.772.3 ± 6.1
600 94.0 ± 0.991.8 ± 2.278.1 ± 4.571.1 ± 5.9
650 95.3 ± 1.292.7 ± 1.682.2 ± 6.774.4 ± 6.4
700 96.2 ± 0.694.3 ± 1.883.7 ± 3.575.7 ± 7.3
750 97.9 ± 0.695.7 ± 1.589.0 ± 3.078.6 ± 6.8
800 98.6 ± 0.696.7 ± 1.891.3 ± 4.382.2 ± 9.2
850 99.0 ± 0.597.4 ± 1.494.0 ± 2.784.0 ± 6.9
900 99.8 ± 0.298.8 ± 1.397.8 ± 1.588.0 ± 8.7
950 99.9 ± 0.299.3 ± 0.898.9 ± 0.791.1 ± 8.2
1000 100.0 ± 0.099.0 ± 1.199.4 ± 0.590.0 ± 10.3
1050 100.0 ± 0.098.0 ± 3.199.9 ± 0.192.7 ± 8.6
1100 100.0 ± 0.085.8 ± 22.199.9 ± 0.278.8 ± 24.4
1150 100.0 ± 0.056.1 ± 33.699.9 ± 0.149.8 ± 29.0
1200 100.0 ± 0.025.0 ± 25.3100.0 ± 0.125.2 ± 20.8

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