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Diagonal Fisher Information Matrix Estimation on SST-2
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0.05
RelMAE
Low-rank FIM estimator
-13.588
78.4685
170.525
262.5815
May 19, 2025
RelMAE
Speedup Factor
Updated 1mo ago
Evaluation Results
Method
Method
Links
RelMAE
Speedup Factor
Low-rank FIM estimator
Backbone=RoBERTa-base
2025.05
0.05
0.96
Low-rank(2) FIM estimator
Backbone=RoBERTa-base
2025.05
0.05
1
Hutchinson's FIM estimator
Backbone=RoBERTa-base
2025.05
0.18
1.07
Empirical FIM
Backbone=RoBERTa-base
2025.05
1.15
1
Diagonal Gauss-Newton FIM estimator
Backbone=RoBERTa-base
2025.05
341
1.07
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