imagining syntax

← schedopt_design

p14

done · peak unseen_mismatch 74.8

α schedule

α 1.5169 ×25 α 2.0614 ×25 α 2.4156 ×25 α 2.6947 ×25 α 2.9309 ×25 α 3.1385 ×25 α 3.3254 ×25 α 3.4964 ×25 α 3.6548 ×25 α 3.8028 ×25 α 3.9421 ×25 α 4.074 ×25 α 4.1994 ×25 α 4.3192 ×25 α 4.434 ×25 α 4.5444 ×25

direction
ascending
α range
1.5169–4.5444
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 4.5444

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.5 ± 1.450.1 ± 1.649.8 ± 1.549.3 ± 2.0
50 50.8 ± 1.750.1 ± 1.749.7 ± 1.450.0 ± 1.6
75 50.5 ± 1.449.5 ± 1.650.2 ± 1.449.5 ± 1.7
100 50.7 ± 2.250.3 ± 1.650.0 ± 1.350.2 ± 1.4
125 53.4 ± 2.950.3 ± 2.251.6 ± 3.149.5 ± 2.2
150 60.4 ± 11.355.1 ± 7.356.8 ± 10.751.9 ± 7.6
175 72.3 ± 15.467.3 ± 12.966.6 ± 15.261.8 ± 12.1
200 78.1 ± 15.475.4 ± 14.072.0 ± 15.668.0 ± 14.6
225 83.2 ± 12.280.4 ± 12.374.7 ± 14.571.1 ± 13.8
250 86.7 ± 7.884.2 ± 7.277.2 ± 10.774.1 ± 10.0
275 88.6 ± 5.486.7 ± 5.377.7 ± 9.874.8 ± 9.1
300 88.8 ± 4.687.0 ± 4.576.9 ± 9.474.5 ± 8.9
325 88.0 ± 4.586.3 ± 4.574.8 ± 8.872.4 ± 8.5
350 87.6 ± 3.685.9 ± 3.473.5 ± 6.971.1 ± 6.8
375 87.9 ± 3.185.6 ± 2.972.9 ± 6.470.3 ± 6.5
400 87.5 ± 2.485.5 ± 2.572.5 ± 5.170.0 ± 5.1

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