imagining syntax

← slopesweep_v1

s3_e3

done · peak unseen_mismatch 79.4

α schedule

α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50 α 3.0 ×50

direction
constant
α range
3.0–3.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 3.0

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

iterationseen_matchseen_mismatchunseen_matchunseen_mismatch
50 50.6 ± 1.249.8 ± 1.449.8 ± 1.651.1 ± 1.2
100 52.9 ± 2.751.0 ± 2.352.1 ± 1.350.1 ± 1.3
150 77.7 ± 8.170.5 ± 10.371.5 ± 10.164.1 ± 10.0
200 90.8 ± 4.688.3 ± 3.681.6 ± 9.177.0 ± 7.5
250 91.3 ± 2.790.1 ± 2.580.7 ± 6.476.6 ± 6.1
300 91.5 ± 1.990.5 ± 1.680.0 ± 4.576.2 ± 5.0
350 91.4 ± 1.489.9 ± 1.877.2 ± 3.172.8 ± 4.5
400 93.2 ± 1.090.9 ± 1.879.6 ± 3.775.3 ± 5.3
450 92.0 ± 0.990.5 ± 1.377.4 ± 3.572.7 ± 4.9
500 92.8 ± 1.390.8 ± 2.078.2 ± 4.073.9 ± 5.5
550 92.8 ± 0.990.7 ± 1.279.2 ± 3.273.3 ± 4.9
600 93.5 ± 0.891.6 ± 1.479.6 ± 3.374.5 ± 4.6
650 93.7 ± 0.991.6 ± 1.480.6 ± 2.974.2 ± 4.9
700 94.0 ± 1.292.3 ± 1.781.5 ± 3.777.2 ± 4.3
750 93.3 ± 1.091.7 ± 1.380.2 ± 2.974.8 ± 4.8
800 93.8 ± 1.292.6 ± 1.081.7 ± 3.577.1 ± 4.4
850 94.1 ± 1.092.7 ± 1.282.0 ± 3.576.3 ± 5.2
900 93.7 ± 1.292.2 ± 1.080.3 ± 4.175.0 ± 5.8
950 94.5 ± 0.992.7 ± 1.581.1 ± 2.576.0 ± 4.2
1000 94.3 ± 0.893.0 ± 1.181.2 ± 3.576.8 ± 4.4
1050 94.3 ± 0.792.8 ± 1.480.3 ± 3.275.0 ± 4.7
1100 94.4 ± 0.692.8 ± 1.182.1 ± 2.677.4 ± 4.0
1150 94.3 ± 0.893.1 ± 1.482.5 ± 2.778.3 ± 4.8
1200 95.4 ± 0.993.8 ± 1.483.6 ± 2.479.4 ± 3.8

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