imagining syntax

← slopesweep_v1

s1_e0

done · peak unseen_mismatch 51.2

α schedule

α 1.0 ×50 α 0.9565 ×50 α 0.913 ×50 α 0.8696 ×50 α 0.8261 ×50 α 0.7826 ×50 α 0.7391 ×50 α 0.6957 ×50 α 0.6522 ×50 α 0.6087 ×50 α 0.5652 ×50 α 0.5217 ×50 α 0.4783 ×50 α 0.4348 ×50 α 0.3913 ×50 α 0.3478 ×50 α 0.3043 ×50 α 0.2609 ×50 α 0.2174 ×50 α 0.1739 ×50 α 0.1304 ×50 α 0.087 ×50 α 0.0435 ×50 α 0.0 ×50

direction
descending
α range
0.0–1.0
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 50.2 ± 1.049.1 ± 1.549.8 ± 1.651.2 ± 1.6
100 51.0 ± 3.049.5 ± 1.851.0 ± 2.148.8 ± 2.4
150 56.0 ± 12.748.1 ± 2.854.4 ± 13.549.2 ± 3.1
200 72.3 ± 18.139.7 ± 8.570.6 ± 19.141.1 ± 8.7
250 94.8 ± 11.019.3 ± 17.594.3 ± 11.819.7 ± 17.9
300 100.0 ± 0.011.7 ± 14.8100.0 ± 0.011.9 ± 15.3
350 100.0 ± 0.014.4 ± 13.1100.0 ± 0.015.1 ± 14.1
400 100.0 ± 0.016.7 ± 15.7100.0 ± 0.017.2 ± 15.9
450 100.0 ± 0.031.4 ± 18.0100.0 ± 0.031.6 ± 18.4
500 100.0 ± 0.021.3 ± 22.0100.0 ± 0.021.2 ± 22.0
550 100.0 ± 0.012.8 ± 18.7100.0 ± 0.013.2 ± 19.3
600 100.0 ± 0.028.3 ± 18.9100.0 ± 0.028.1 ± 19.8
650 100.0 ± 0.032.5 ± 30.4100.0 ± 0.032.7 ± 30.2
700 100.0 ± 0.023.6 ± 25.4100.0 ± 0.023.8 ± 25.7
750 100.0 ± 0.024.0 ± 23.6100.0 ± 0.024.4 ± 24.2
800 100.0 ± 0.011.7 ± 16.7100.0 ± 0.011.7 ± 17.0
850 100.0 ± 0.023.8 ± 18.8100.0 ± 0.124.0 ± 19.3
900 100.0 ± 0.013.5 ± 17.4100.0 ± 0.013.2 ± 17.2
950 100.0 ± 0.036.3 ± 28.9100.0 ± 0.036.0 ± 29.6
1000 100.0 ± 0.023.9 ± 19.6100.0 ± 0.024.6 ± 20.2
1050 100.0 ± 0.020.6 ± 18.7100.0 ± 0.020.6 ± 18.9
1100 100.0 ± 0.017.0 ± 18.7100.0 ± 0.016.7 ± 18.3
1150 100.0 ± 0.019.1 ± 23.5100.0 ± 0.018.4 ± 23.6
1200 100.0 ± 0.026.1 ± 21.0100.0 ± 0.025.5 ± 20.5

Downloads