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Needle Retrieval
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6.5
Time (ms)
Topological Attention
-641
3,729.625
8,100.25
12,470.875
Feb 6, 2026
Time (ms)
Retrieval Success Rate
Sparsity
Updated 4d ago
Evaluation Results
Method
Method
Links
Time (ms)
Retrieval Success Rate
Sparsity
Topological Attention
Seq Length=4,096
2026.02
6.5
-
90.3
Topological Attention
Seq Length=8,192
2026.02
11.4
-
95.2
Topological Attention
Seq Length=16,384
2026.02
28.8
-
97.5
Topological Attention
Seq Length=32,768
2026.02
54.8
-
98.8
Topological Attention
Seq Length=65,536
2026.02
107.6
-
99.4
Topological Attention
Seq Length=1,024
2026.02
145
-
64.7
Topological Attention
Seq Length=131,072
2026.02
195.7
-
99.7
Topological Attention
Seq Length=262,144
2026.02
1,517
-
99.9
Topological Attention
Seq Length=524,288
2026.02
16,194
-
99.92
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