imagining syntax

← slopesweep_v1

s2_e2

done · peak unseen_mismatch 93.8

α schedule

α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50 α 2.0 ×50

direction
constant
α range
2.0–2.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 2.0

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 51.3 ± 2.049.8 ± 1.450.9 ± 1.849.1 ± 1.3
150 63.3 ± 8.351.4 ± 6.160.9 ± 8.150.5 ± 4.6
200 96.0 ± 5.463.0 ± 23.794.4 ± 7.861.3 ± 23.1
250 99.6 ± 0.981.4 ± 24.498.5 ± 2.879.1 ± 23.9
300 99.4 ± 0.893.7 ± 15.098.6 ± 2.492.0 ± 14.3
350 99.1 ± 0.996.7 ± 2.597.4 ± 3.193.8 ± 4.5
400 98.5 ± 1.397.4 ± 1.595.5 ± 3.892.8 ± 5.6
450 98.2 ± 1.196.8 ± 1.493.1 ± 4.489.4 ± 5.9
500 97.4 ± 1.396.2 ± 1.692.1 ± 4.188.3 ± 5.5
550 97.4 ± 0.896.4 ± 1.292.0 ± 2.787.8 ± 4.6
600 97.1 ± 0.696.0 ± 1.290.6 ± 2.286.8 ± 3.3
650 97.3 ± 0.996.0 ± 0.990.8 ± 2.786.1 ± 2.6
700 97.3 ± 0.596.3 ± 1.090.6 ± 2.186.9 ± 3.6
750 97.7 ± 0.896.3 ± 1.191.3 ± 2.987.3 ± 4.1
800 97.8 ± 0.896.6 ± 0.889.6 ± 2.785.3 ± 3.1
850 97.6 ± 0.696.4 ± 0.991.0 ± 2.887.0 ± 3.3
900 97.7 ± 0.796.7 ± 1.090.6 ± 1.586.4 ± 3.4
950 97.9 ± 0.796.7 ± 1.190.7 ± 2.787.2 ± 3.9
1000 98.0 ± 0.796.9 ± 1.090.8 ± 3.286.7 ± 3.5
1050 98.0 ± 0.596.9 ± 1.290.9 ± 2.686.3 ± 4.5
1100 98.0 ± 0.696.9 ± 0.890.9 ± 3.287.3 ± 3.7
1150 97.8 ± 0.596.5 ± 1.090.8 ± 2.785.6 ± 3.2
1200 98.2 ± 0.697.3 ± 0.891.8 ± 1.486.9 ± 4.0

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