imagining syntax

← anchor_v1

peak30_staged

done · peak unseen_mismatch 94.4

Referenced by

α schedule

α 3.0 ×150 α 1.0 ×150 α 2.1429 ×150 α 1.0 ×150 α 1.2857 ×150 α 1.0 ×150

direction
mixed
α range
1.0–3.0
stages
6

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 1.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 51.1 ± 1.549.8 ± 2.050.1 ± 1.849.9 ± 1.5
50 51.4 ± 1.750.1 ± 1.650.7 ± 1.749.6 ± 1.3
75 52.2 ± 2.749.6 ± 1.650.7 ± 2.249.7 ± 2.1
100 54.8 ± 7.051.8 ± 3.952.6 ± 6.450.2 ± 2.7
125 63.5 ± 12.756.8 ± 10.160.4 ± 12.054.3 ± 8.6
150 80.1 ± 15.970.3 ± 14.276.8 ± 16.966.9 ± 13.6
175 92.6 ± 12.974.2 ± 16.291.8 ± 13.872.1 ± 16.2
200 98.3 ± 6.770.7 ± 22.398.3 ± 7.169.6 ± 22.4
225 99.9 ± 0.567.8 ± 26.099.9 ± 0.567.6 ± 25.4
250 100.0 ± 0.064.4 ± 28.1100.0 ± 0.063.6 ± 27.5
275 100.0 ± 0.063.8 ± 31.4100.0 ± 0.063.4 ± 30.8
300 100.0 ± 0.061.6 ± 34.9100.0 ± 0.061.4 ± 34.7
325 100.0 ± 0.070.0 ± 30.599.9 ± 0.369.3 ± 30.2
350 99.9 ± 0.279.2 ± 25.299.6 ± 0.977.8 ± 24.7
375 99.8 ± 0.589.2 ± 20.299.3 ± 1.587.3 ± 20.4
400 99.7 ± 0.693.4 ± 16.998.6 ± 2.791.1 ± 17.3
450 99.2 ± 1.195.1 ± 10.897.2 ± 4.091.6 ± 11.7
500 100.0 ± 0.195.3 ± 12.099.9 ± 0.494.4 ± 12.4
550 100.0 ± 0.195.6 ± 16.899.8 ± 0.594.0 ± 16.9
600 100.0 ± 0.194.3 ± 12.999.8 ± 0.690.8 ± 14.5
650 99.9 ± 0.195.7 ± 10.599.2 ± 1.691.5 ± 11.8
700 99.9 ± 0.296.3 ± 10.299.0 ± 1.591.0 ± 12.6
750 99.9 ± 0.196.2 ± 8.599.1 ± 1.291.0 ± 11.2
800 100.0 ± 0.196.6 ± 8.399.5 ± 1.091.2 ± 12.7
850 100.0 ± 0.095.0 ± 14.699.6 ± 0.988.6 ± 17.9
900 100.0 ± 0.094.2 ± 12.599.5 ± 0.887.1 ± 16.6

Downloads