imagining syntax

← mirror_v1

s3_e0

done · peak unseen_mismatch 92.4

α schedule

α 3.0 ×50 α 2.8696 ×50 α 2.7391 ×50 α 2.6087 ×50 α 2.4783 ×50 α 2.3478 ×50 α 2.2174 ×50 α 2.087 ×50 α 1.9565 ×50 α 1.8261 ×50 α 1.6957 ×50 α 1.5652 ×50 α 1.4348 ×50 α 1.3043 ×50 α 1.1739 ×50 α 1.0435 ×50 α 0.913 ×50 α 0.7826 ×50 α 0.6522 ×50 α 0.5217 ×50 α 0.3913 ×50 α 0.2609 ×50 α 0.1304 ×50 α 0.0 ×50

direction
descending
α range
0.0–3.0
stages
24

Figures

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

Results

accuracy by training iteration, mean ± sd over seeds · schedule ends at α = 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
50 51.3 ± 2.249.6 ± 0.850.0 ± 1.750.3 ± 1.6
100 56.3 ± 6.453.4 ± 4.453.5 ± 5.650.8 ± 2.4
150 76.6 ± 15.273.8 ± 14.069.6 ± 15.965.2 ± 13.5
200 91.5 ± 3.489.1 ± 3.482.0 ± 6.077.3 ± 5.5
250 93.9 ± 1.192.6 ± 1.382.8 ± 4.778.8 ± 4.7
300 94.2 ± 1.492.8 ± 1.182.0 ± 4.478.0 ± 5.1
350 95.2 ± 1.593.9 ± 1.783.4 ± 3.578.5 ± 4.4
400 96.3 ± 1.494.3 ± 1.685.7 ± 4.979.9 ± 4.6
450 97.6 ± 0.995.1 ± 1.388.5 ± 3.680.9 ± 3.0
500 97.9 ± 1.096.6 ± 1.090.3 ± 3.082.6 ± 4.4
550 98.6 ± 0.596.9 ± 0.891.9 ± 2.683.6 ± 3.8
600 99.3 ± 0.598.3 ± 0.695.2 ± 2.987.6 ± 4.1
650 99.6 ± 0.398.4 ± 0.996.2 ± 1.589.1 ± 3.5
700 99.7 ± 0.398.7 ± 1.296.8 ± 1.988.8 ± 6.4
750 100.0 ± 0.199.3 ± 0.899.0 ± 0.992.4 ± 5.5
800 100.0 ± 0.098.9 ± 1.099.0 ± 0.689.0 ± 6.6
850 100.0 ± 0.098.8 ± 2.499.7 ± 0.391.6 ± 9.5
900 100.0 ± 0.098.4 ± 2.399.8 ± 0.490.1 ± 11.1
950 100.0 ± 0.096.8 ± 2.399.9 ± 0.283.6 ± 9.1
1000 100.0 ± 0.079.4 ± 20.599.6 ± 0.867.5 ± 20.9
1050 100.0 ± 0.059.5 ± 24.199.8 ± 0.447.6 ± 23.4
1100 100.0 ± 0.032.9 ± 14.199.9 ± 0.127.5 ± 12.2
1150 100.0 ± 0.010.4 ± 6.399.8 ± 0.313.4 ± 8.1
1200 100.0 ± 0.010.5 ± 6.699.2 ± 1.214.8 ± 7.7

Downloads