imagining syntax

← schedopt_design

p18

done · peak unseen_mismatch 70.6

α schedule

α 2.845 ×25 α 3.0295 ×25 α 3.1367 ×25 α 3.2163 ×25 α 3.2808 ×25 α 3.3357 ×25 α 3.3838 ×25 α 3.4269 ×25 α 3.466 ×25 α 3.5019 ×25 α 3.5352 ×25 α 3.5663 ×25 α 3.5955 ×25 α 3.6231 ×25 α 3.6492 ×25 α 3.6741 ×25

direction
ascending
α range
2.845–3.6741
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 3.6741

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.9 ± 1.150.4 ± 1.650.0 ± 1.549.3 ± 1.8
50 51.4 ± 1.650.2 ± 1.549.7 ± 1.250.0 ± 1.8
75 51.9 ± 2.049.9 ± 1.850.6 ± 1.249.4 ± 1.6
100 54.8 ± 6.052.7 ± 2.651.9 ± 3.750.3 ± 1.6
125 64.1 ± 11.260.5 ± 10.257.6 ± 9.554.7 ± 7.9
150 74.5 ± 12.971.6 ± 12.665.1 ± 11.562.7 ± 10.4
175 81.6 ± 9.278.5 ± 9.069.6 ± 10.966.3 ± 9.8
200 86.0 ± 6.083.4 ± 5.672.3 ± 9.969.3 ± 9.0
225 87.2 ± 4.485.0 ± 4.472.8 ± 8.670.5 ± 8.3
250 87.5 ± 3.185.5 ± 2.971.9 ± 5.669.3 ± 5.7
275 87.9 ± 2.685.8 ± 2.271.8 ± 5.269.1 ± 5.3
300 88.5 ± 2.886.3 ± 2.072.2 ± 5.469.7 ± 4.8
325 88.6 ± 2.686.5 ± 2.271.5 ± 5.069.2 ± 5.1
350 89.0 ± 2.487.2 ± 2.572.9 ± 4.870.6 ± 4.6
375 89.1 ± 2.487.0 ± 2.172.2 ± 4.469.6 ± 4.4
400 89.6 ± 2.187.6 ± 1.572.8 ± 4.169.9 ± 4.4

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