imagining syntax

← deform_v1

v_0.0

done · peak unseen_mismatch 94.2

Referenced by

α schedule

α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 3.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 2.1429 ×19 α 2.1429 ×19 α 2.1429 ×19 α 2.1429 ×19 α 2.1429 ×19 α 2.1429 ×19 α 2.1429 ×19 α 2.1429 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 0.0 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×19 α 1.2857 ×18 α 1.2857 ×18 α 1.2857 ×18 α 1.2857 ×18 α 0.0 ×18 α 0.0 ×18 α 0.0 ×18 α 0.0 ×18 α 0.0 ×18 α 0.0 ×18 α 0.0 ×18 α 0.0 ×18

direction
mixed
α range
0.0–3.0
stages
48

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 0.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
25 51.4 ± 1.549.5 ± 1.649.8 ± 1.949.7 ± 2.1
50 50.7 ± 1.949.6 ± 1.450.1 ± 1.550.8 ± 1.1
75 51.9 ± 1.850.1 ± 1.950.5 ± 1.750.0 ± 1.9
100 53.8 ± 2.952.1 ± 2.951.5 ± 1.850.0 ± 1.5
125 65.8 ± 10.560.5 ± 8.159.9 ± 9.254.9 ± 5.3
150 79.3 ± 12.473.6 ± 12.872.2 ± 14.166.3 ± 12.7
175 92.0 ± 12.873.8 ± 19.590.1 ± 14.071.5 ± 19.1
200 97.1 ± 10.962.1 ± 30.197.3 ± 10.561.5 ± 29.8
225 97.5 ± 11.154.5 ± 34.597.5 ± 10.954.0 ± 34.2
250 97.5 ± 10.852.2 ± 32.697.6 ± 10.451.9 ± 33.0
275 97.5 ± 10.840.2 ± 34.797.5 ± 10.740.9 ± 34.6
300 97.8 ± 9.442.2 ± 32.497.8 ± 9.542.1 ± 32.2
325 100.0 ± 0.150.4 ± 37.2100.0 ± 0.150.8 ± 36.8
350 100.0 ± 0.075.7 ± 28.7100.0 ± 0.075.6 ± 28.3
375 99.9 ± 0.187.8 ± 15.599.8 ± 0.686.8 ± 15.5
400 99.6 ± 0.594.3 ± 8.698.8 ± 1.992.1 ± 9.2
450 99.2 ± 0.995.3 ± 8.197.5 ± 2.891.0 ± 9.1
500 100.0 ± 0.094.1 ± 13.7100.0 ± 0.094.2 ± 13.4
550 100.0 ± 0.076.4 ± 27.6100.0 ± 0.075.3 ± 27.8
600 100.0 ± 0.069.4 ± 31.8100.0 ± 0.068.8 ± 31.5
650 100.0 ± 0.087.8 ± 26.099.8 ± 0.786.1 ± 25.9
700 100.0 ± 0.192.2 ± 20.999.6 ± 0.689.2 ± 21.8
750 99.9 ± 0.296.8 ± 5.498.9 ± 1.292.3 ± 8.0
800 100.0 ± 0.075.4 ± 31.6100.0 ± 0.074.2 ± 32.7
850 100.0 ± 0.061.4 ± 34.2100.0 ± 0.060.5 ± 34.7
900 100.0 ± 0.059.8 ± 33.1100.0 ± 0.059.5 ± 32.8

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