imagining syntax

← ascent_v1

s5_t2

done · peak unseen_mismatch 97.7

Referenced by

α schedule

α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 5.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.0 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18 α 1.0 ×18

direction
mixed
α range
1.0–5.0
stages
48

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 51.5 ± 1.549.9 ± 1.349.8 ± 1.949.6 ± 2.2
50 50.9 ± 1.850.0 ± 1.250.2 ± 1.650.4 ± 1.5
75 54.0 ± 1.951.6 ± 1.951.1 ± 1.750.1 ± 2.2
100 62.4 ± 6.258.5 ± 4.654.2 ± 4.351.8 ± 2.1
125 74.4 ± 8.770.9 ± 8.462.6 ± 8.959.0 ± 7.4
150 78.4 ± 4.576.4 ± 4.064.7 ± 6.361.9 ± 5.5
175 79.9 ± 3.978.6 ± 3.164.7 ± 5.862.6 ± 5.3
200 80.1 ± 3.378.6 ± 2.863.1 ± 4.861.8 ± 3.8
225 80.3 ± 3.378.9 ± 2.463.8 ± 4.362.7 ± 4.1
250 93.6 ± 4.592.3 ± 4.785.0 ± 10.083.4 ± 9.4
275 99.1 ± 0.798.6 ± 0.896.7 ± 2.095.3 ± 2.7
300 99.7 ± 0.299.5 ± 0.498.9 ± 0.897.7 ± 1.3
325 99.8 ± 0.299.5 ± 0.598.7 ± 0.897.0 ± 1.4
350 99.9 ± 0.199.5 ± 0.698.9 ± 1.196.7 ± 2.4
375 99.9 ± 0.299.4 ± 0.698.7 ± 0.996.2 ± 3.1
400 100.0 ± 0.099.6 ± 0.399.2 ± 0.797.1 ± 1.8
450 99.9 ± 0.199.7 ± 0.399.2 ± 0.996.9 ± 2.4
500 99.8 ± 0.298.9 ± 0.697.9 ± 1.593.1 ± 3.6
550 99.8 ± 0.199.2 ± 0.697.2 ± 1.393.2 ± 3.3
600 99.8 ± 0.298.9 ± 1.197.5 ± 1.491.8 ± 6.6
650 99.8 ± 0.299.1 ± 0.797.6 ± 1.691.6 ± 4.5
700 100.0 ± 0.098.5 ± 3.999.5 ± 0.593.9 ± 6.9
750 100.0 ± 0.099.0 ± 0.999.3 ± 0.792.2 ± 5.9
800 100.0 ± 0.098.9 ± 1.599.2 ± 0.792.0 ± 7.6
850 100.0 ± 0.099.1 ± 1.399.3 ± 0.692.2 ± 7.4
900 100.0 ± 0.099.1 ± 0.998.2 ± 1.390.9 ± 5.7

Downloads