imagining syntax

← slopesweep_v1

s4_e4

done · peak unseen_mismatch 72.1

α schedule

α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50 α 4.0 ×50

direction
constant
α range
4.0–4.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 4.0

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 56.3 ± 4.553.9 ± 4.352.0 ± 2.750.4 ± 2.2
150 80.7 ± 5.477.4 ± 6.570.0 ± 7.564.9 ± 6.8
200 83.8 ± 3.482.4 ± 3.369.0 ± 6.166.3 ± 5.4
250 84.5 ± 2.984.0 ± 2.868.7 ± 5.665.9 ± 5.8
300 86.4 ± 2.285.8 ± 2.471.3 ± 4.669.2 ± 5.1
350 87.5 ± 1.486.3 ± 1.671.0 ± 3.868.5 ± 3.9
400 88.3 ± 2.187.0 ± 2.672.4 ± 3.969.6 ± 4.8
450 88.0 ± 1.786.8 ± 2.071.1 ± 3.968.4 ± 5.0
500 89.0 ± 2.087.2 ± 1.972.5 ± 4.768.2 ± 5.1
550 88.7 ± 1.586.9 ± 2.372.7 ± 2.367.8 ± 3.2
600 89.3 ± 1.787.5 ± 2.173.3 ± 5.269.5 ± 4.9
650 89.4 ± 1.288.0 ± 1.673.4 ± 3.668.1 ± 4.4
700 89.6 ± 2.287.8 ± 1.774.7 ± 4.368.8 ± 4.9
750 89.5 ± 2.088.0 ± 1.774.2 ± 4.370.2 ± 4.5
800 90.5 ± 1.989.0 ± 2.175.9 ± 3.871.1 ± 4.8
850 90.2 ± 2.388.6 ± 2.375.7 ± 4.671.2 ± 5.7
900 90.5 ± 1.789.2 ± 1.875.0 ± 2.670.8 ± 2.7
950 90.5 ± 2.188.8 ± 1.874.9 ± 4.070.0 ± 4.7
1000 90.9 ± 1.688.9 ± 1.775.6 ± 3.670.3 ± 4.7
1050 90.8 ± 1.888.9 ± 1.874.8 ± 4.769.1 ± 5.4
1100 91.0 ± 2.089.7 ± 2.076.0 ± 4.770.7 ± 6.2
1150 91.1 ± 1.889.6 ± 1.876.8 ± 2.972.1 ± 4.0
1200 91.2 ± 1.789.5 ± 1.576.0 ± 3.571.4 ± 5.4

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