imagining syntax

← schedopt_design

p13

done · peak unseen_mismatch 92.7

α schedule

α 2.4604 ×25 α 2.4599 ×25 α 2.4579 ×25 α 2.4528 ×25 α 2.4429 ×25 α 2.4263 ×25 α 2.4011 ×25 α 2.3652 ×25 α 2.3163 ×25 α 2.2521 ×25 α 2.1702 ×25 α 2.0681 ×25 α 1.9433 ×25 α 1.7931 ×25 α 1.6148 ×25 α 1.4058 ×25

direction
descending
α range
1.4058–2.4604
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 1.4058

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.6 ± 1.450.3 ± 1.650.0 ± 1.649.4 ± 1.8
50 50.9 ± 1.550.2 ± 1.649.8 ± 1.149.9 ± 1.8
75 51.4 ± 1.749.8 ± 1.750.5 ± 1.549.2 ± 1.5
100 52.5 ± 3.850.8 ± 1.650.7 ± 2.549.7 ± 1.4
125 59.7 ± 10.753.1 ± 4.455.4 ± 10.050.3 ± 2.9
150 68.5 ± 15.563.3 ± 12.164.3 ± 15.058.0 ± 9.8
175 79.9 ± 16.274.5 ± 14.673.7 ± 17.768.3 ± 14.3
200 86.5 ± 12.581.4 ± 13.379.9 ± 14.574.0 ± 14.0
225 93.4 ± 6.589.8 ± 7.887.6 ± 9.182.3 ± 10.1
250 96.0 ± 2.593.5 ± 2.789.7 ± 6.685.6 ± 6.5
275 97.0 ± 1.795.1 ± 1.990.7 ± 5.486.8 ± 5.7
300 97.3 ± 1.395.7 ± 1.691.1 ± 4.687.4 ± 5.5
325 96.9 ± 1.395.5 ± 1.789.8 ± 4.986.1 ± 5.7
350 97.8 ± 0.996.3 ± 1.191.5 ± 3.787.3 ± 4.8
375 98.5 ± 0.997.4 ± 1.293.5 ± 3.189.9 ± 4.1
400 99.4 ± 0.498.4 ± 1.196.4 ± 1.892.7 ± 3.6

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