imagining syntax

← slopesweep_v1

s2_e0

done · peak unseen_mismatch 94.0

α schedule

α 2.0 ×50 α 1.913 ×50 α 1.8261 ×50 α 1.7391 ×50 α 1.6522 ×50 α 1.5652 ×50 α 1.4783 ×50 α 1.3913 ×50 α 1.3043 ×50 α 1.2174 ×50 α 1.1304 ×50 α 1.0435 ×50 α 0.9565 ×50 α 0.8696 ×50 α 0.7826 ×50 α 0.6957 ×50 α 0.6087 ×50 α 0.5217 ×50 α 0.4348 ×50 α 0.3478 ×50 α 0.2609 ×50 α 0.1739 ×50 α 0.087 ×50 α 0.0 ×50

direction
descending
α range
0.0–2.0
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 51.2 ± 0.949.3 ± 0.950.0 ± 1.550.5 ± 1.4
100 51.0 ± 2.349.8 ± 1.551.0 ± 1.849.3 ± 1.3
150 60.9 ± 8.251.0 ± 6.058.5 ± 7.551.3 ± 3.9
200 94.7 ± 8.160.7 ± 21.393.5 ± 9.859.0 ± 20.9
250 99.8 ± 0.654.2 ± 31.299.6 ± 1.054.0 ± 30.2
300 99.9 ± 0.275.7 ± 29.899.8 ± 0.575.2 ± 29.4
350 99.9 ± 0.174.0 ± 30.699.8 ± 0.373.2 ± 30.2
400 99.8 ± 0.390.3 ± 15.499.7 ± 0.789.3 ± 14.7
450 99.9 ± 0.189.6 ± 17.699.7 ± 0.488.4 ± 16.8
500 99.9 ± 0.193.3 ± 12.499.8 ± 0.391.2 ± 11.9
550 99.9 ± 0.195.5 ± 10.099.5 ± 1.094.0 ± 9.4
600 100.0 ± 0.094.7 ± 10.899.6 ± 0.792.3 ± 10.2
650 100.0 ± 0.093.9 ± 14.099.8 ± 0.390.9 ± 14.4
700 100.0 ± 0.096.6 ± 3.699.4 ± 1.492.8 ± 6.5
750 100.0 ± 0.095.5 ± 5.699.8 ± 0.391.1 ± 9.0
800 100.0 ± 0.088.4 ± 15.3100.0 ± 0.185.0 ± 15.0
850 100.0 ± 0.089.2 ± 10.6100.0 ± 0.085.9 ± 12.0
900 100.0 ± 0.077.0 ± 18.5100.0 ± 0.072.2 ± 18.9
950 100.0 ± 0.060.0 ± 30.199.8 ± 0.658.5 ± 28.5
1000 100.0 ± 0.045.0 ± 22.399.9 ± 0.148.4 ± 20.3
1050 100.0 ± 0.026.7 ± 27.0100.0 ± 0.031.6 ± 27.8
1100 100.0 ± 0.025.6 ± 18.0100.0 ± 0.130.6 ± 15.5
1150 100.0 ± 0.020.6 ± 18.099.9 ± 0.325.5 ± 16.9
1200 100.0 ± 0.023.7 ± 23.899.7 ± 0.930.7 ± 24.1

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