imagining syntax

← mirror_v1

s1_e4_blk

done · peak unseen_mismatch 91.7

α schedule

α 1.0 ×300 α 2.0 ×300 α 3.0 ×300 α 4.0 ×300

direction
ascending
α range
1.0–4.0
stages
4

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 50.6 ± 1.349.1 ± 0.750.0 ± 2.050.2 ± 1.2
100 50.1 ± 1.750.3 ± 2.250.3 ± 1.850.0 ± 1.8
150 51.2 ± 1.849.7 ± 1.951.1 ± 1.248.5 ± 1.1
200 57.8 ± 15.646.8 ± 8.958.3 ± 15.147.6 ± 9.7
250 71.9 ± 20.141.9 ± 10.972.1 ± 19.341.2 ± 9.8
300 88.1 ± 18.532.0 ± 21.688.1 ± 17.732.5 ± 20.6
350 99.9 ± 0.334.7 ± 20.799.9 ± 0.335.4 ± 21.4
400 100.0 ± 0.052.5 ± 30.4100.0 ± 0.053.2 ± 30.3
450 100.0 ± 0.064.6 ± 24.9100.0 ± 0.065.9 ± 22.6
500 99.8 ± 0.578.4 ± 20.499.4 ± 1.978.0 ± 19.2
550 99.7 ± 0.691.8 ± 11.699.4 ± 1.291.7 ± 11.1
600 99.7 ± 0.691.2 ± 15.098.8 ± 2.289.6 ± 13.6
650 98.5 ± 1.693.3 ± 10.696.8 ± 3.389.5 ± 11.1
700 97.5 ± 1.596.0 ± 1.894.2 ± 3.189.9 ± 3.0
750 96.5 ± 1.394.8 ± 2.191.0 ± 3.586.6 ± 3.6
800 95.2 ± 1.493.6 ± 2.087.9 ± 3.383.8 ± 4.0
850 93.6 ± 1.892.4 ± 1.984.6 ± 4.381.0 ± 5.0
900 93.0 ± 1.891.6 ± 2.181.6 ± 4.478.8 ± 4.8
950 91.3 ± 1.389.9 ± 1.979.1 ± 4.276.2 ± 4.2
1000 89.8 ± 1.788.8 ± 1.976.0 ± 4.473.1 ± 4.7
1050 89.0 ± 1.688.1 ± 2.474.3 ± 3.771.5 ± 4.1
1100 88.5 ± 1.487.5 ± 1.873.6 ± 3.670.5 ± 4.1
1150 88.5 ± 1.487.5 ± 1.572.2 ± 2.969.2 ± 3.5
1200 88.2 ± 1.387.1 ± 1.772.1 ± 3.568.9 ± 2.7

Downloads