imagining syntax

← budget_v1

T200

done · peak unseen_mismatch 50.4

α schedule

α 5.0 ×5 α 5.0 ×5 α 5.0 ×5 α 5.0 ×5 α 5.0 ×5 α 5.0 ×5 α 5.0 ×5 α 5.0 ×5 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 3.1429 ×4 α 3.1429 ×4 α 3.1429 ×4 α 3.1429 ×4 α 3.1429 ×4 α 3.1429 ×4 α 3.1429 ×4 α 3.1429 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 1.2857 ×4 α 1.2857 ×4 α 1.2857 ×4 α 1.2857 ×4 α 1.2857 ×4 α 1.2857 ×4 α 1.2857 ×4 α 1.2857 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4 α 0.7 ×4

direction
mixed
α range
0.7–5.0
stages
48

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.7

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 50.5 ± 1.549.6 ± 1.250.1 ± 1.650.4 ± 1.5
75 51.2 ± 1.949.9 ± 1.850.6 ± 1.949.9 ± 2.3
100 51.8 ± 2.150.2 ± 1.451.1 ± 2.149.1 ± 1.6
125 59.1 ± 10.349.3 ± 5.357.6 ± 10.548.8 ± 4.8
150 74.2 ± 22.048.9 ± 12.473.0 ± 22.949.7 ± 13.1
175 84.6 ± 18.446.5 ± 18.283.7 ± 19.646.0 ± 18.0
200 92.7 ± 14.741.6 ± 24.492.3 ± 14.941.7 ± 24.8

Downloads