imagining syntax

← schedopt_design

p15

done · peak unseen_mismatch 97.3

α schedule

α 3.6309 ×25 α 3.5934 ×25 α 3.5276 ×25 α 3.436 ×25 α 3.3205 ×25 α 3.1821 ×25 α 3.0218 ×25 α 2.8401 ×25 α 2.6377 ×25 α 2.4151 ×25 α 2.1727 ×25 α 1.9109 ×25 α 1.63 ×25 α 1.3304 ×25 α 1.0122 ×25 α 0.6758 ×25

direction
descending
α range
0.6758–3.6309
stages
16

Figures

schedule.png
schedule.png

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.6758

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 50.8 ± 1.450.4 ± 1.649.9 ± 1.649.5 ± 1.9
50 51.4 ± 1.550.3 ± 1.650.1 ± 1.249.8 ± 1.8
75 52.2 ± 2.250.1 ± 1.650.5 ± 1.549.4 ± 1.4
100 57.2 ± 7.055.2 ± 4.852.3 ± 3.650.4 ± 2.0
125 68.3 ± 11.764.8 ± 10.659.3 ± 10.356.7 ± 8.4
150 79.0 ± 9.576.0 ± 9.366.9 ± 10.263.5 ± 9.9
175 85.6 ± 5.382.7 ± 5.371.8 ± 9.968.4 ± 9.4
200 88.0 ± 3.585.7 ± 3.473.4 ± 8.271.0 ± 7.8
225 90.0 ± 2.987.8 ± 2.675.2 ± 6.772.6 ± 7.1
250 91.7 ± 2.289.6 ± 2.076.7 ± 6.074.1 ± 6.2
275 94.2 ± 1.892.3 ± 1.880.9 ± 6.378.2 ± 5.6
300 95.8 ± 1.494.3 ± 1.685.2 ± 4.881.6 ± 5.1
325 97.4 ± 1.196.3 ± 1.289.3 ± 4.285.2 ± 5.2
350 99.3 ± 0.498.8 ± 0.495.6 ± 1.992.5 ± 2.7
375 99.9 ± 0.199.5 ± 0.598.5 ± 1.096.1 ± 2.2
400 100.0 ± 0.099.7 ± 0.699.6 ± 0.797.3 ± 4.3

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