imagining syntax

← slopesweep_v1

s4_e3

done · peak unseen_mismatch 75.9

α schedule

α 4.0 ×50 α 3.9565 ×50 α 3.913 ×50 α 3.8696 ×50 α 3.8261 ×50 α 3.7826 ×50 α 3.7391 ×50 α 3.6957 ×50 α 3.6522 ×50 α 3.6087 ×50 α 3.5652 ×50 α 3.5217 ×50 α 3.4783 ×50 α 3.4348 ×50 α 3.3913 ×50 α 3.3478 ×50 α 3.3043 ×50 α 3.2609 ×50 α 3.2174 ×50 α 3.1739 ×50 α 3.1304 ×50 α 3.087 ×50 α 3.0435 ×50 α 3.0 ×50

direction
descending
α range
3.0–4.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 3.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 51.4 ± 1.250.2 ± 1.349.9 ± 1.650.4 ± 1.8
100 56.2 ± 4.553.8 ± 4.352.2 ± 2.950.6 ± 2.1
150 80.6 ± 5.477.5 ± 6.269.6 ± 7.764.5 ± 7.1
200 84.2 ± 3.782.8 ± 3.369.1 ± 6.166.6 ± 5.3
250 84.9 ± 2.484.3 ± 2.469.5 ± 5.366.3 ± 5.2
300 87.3 ± 2.186.8 ± 1.871.5 ± 3.770.0 ± 4.7
350 88.1 ± 1.787.3 ± 1.471.7 ± 3.268.8 ± 3.4
400 89.6 ± 1.988.4 ± 2.475.1 ± 5.970.9 ± 6.3
450 89.5 ± 1.687.7 ± 1.173.0 ± 3.868.4 ± 3.9
500 89.9 ± 1.588.1 ± 2.173.3 ± 3.969.4 ± 4.0
550 90.4 ± 1.689.2 ± 2.574.6 ± 4.870.2 ± 3.7
600 90.9 ± 1.789.3 ± 1.875.8 ± 4.771.0 ± 4.9
650 91.0 ± 1.389.7 ± 1.777.1 ± 3.671.8 ± 3.2
700 92.1 ± 1.689.9 ± 1.478.2 ± 2.673.1 ± 3.7
750 91.8 ± 1.290.4 ± 1.678.7 ± 3.673.2 ± 3.6
800 92.0 ± 1.790.4 ± 1.378.6 ± 4.373.3 ± 4.2
850 92.2 ± 1.291.0 ± 1.777.9 ± 4.272.1 ± 4.3
900 92.5 ± 1.690.7 ± 2.479.3 ± 2.572.2 ± 4.8
950 93.1 ± 1.491.5 ± 2.079.2 ± 4.373.5 ± 3.9
1000 93.5 ± 1.391.6 ± 1.680.5 ± 2.574.0 ± 4.1
1050 93.8 ± 1.592.0 ± 1.879.5 ± 5.073.5 ± 5.5
1100 93.5 ± 1.091.7 ± 1.479.8 ± 4.172.5 ± 5.4
1150 94.6 ± 1.492.8 ± 1.381.9 ± 3.475.5 ± 4.3
1200 94.3 ± 1.292.9 ± 2.081.5 ± 3.775.9 ± 4.3

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