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Benchmarks
Sparse Autoencoding on Pythia activations (The Pile) 160M (layer 12)
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0.148
MSE
iSAE-ME
0.14676
0.15513
0.1635
0.17187
May 29, 2026
MSE
RS
SAE IoU
SAE L2
Oracle IoU
Oracle L2
DCS
Updated 2d ago
Evaluation Results
Method
Method
Links
MSE
RS
SAE IoU
SAE L2
Oracle IoU
Oracle L2
DCS
iSAE-ME
Features=bidirectional...
2026.05
0.148
0.132
37.5
0.297
34.3
0.316
0.797
TopK
Model Variant=Standard...
2026.05
0.166
0.183
39.8
0.492
35
0.53
0.813
AbsTopK
Features=bidirectional...
2026.05
0.177
0.183
63.1
0.212
39.8
0.292
0.873
iSAE
Features=bidirectional...
2026.05
0.179
0.114
52.6
0.256
47.2
0.273
0.858
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