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Instruction Tuning Data Selection Efficiency on Instruction Tuning Datasets 270k examples (train)
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1.5
Warmup Time (h)
GIST
1.32
2.535
3.75
4.965
Feb 20, 2026
Warmup Time (h)
Warmup Complexity
Target SVD Time
Target SVD Complexity
Grad. Feats. Time (h)
Grad. Feats. Complexity
Updated 1mo ago
Evaluation Results
Method
Method
Links
Warmup Time (h)
Warmup Complexity
Target SVD Time
Target SVD Complexity
Grad. Feats. Time (h)
Grad. Feats. Complexity
GIST
Hardware=single A100 8...
2026.02
1.5
-
-
-
12
-
LESS
Hardware=single A100 8...
2026.02
6
-
-
-
48
-
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