List your company

Needle Retrieval

6.5Time (ms)Topological Attention
-6413,729.6258,100.2512,470.875Feb 6, 2026

Evaluation results

MethodLinks
Topological AttentionSeq Length=4,0962026.026.5—90.3
Topological AttentionSeq Length=8,1922026.0211.4—95.2
Topological AttentionSeq Length=16,3842026.0228.8—97.5
Topological AttentionSeq Length=32,7682026.0254.8—98.8
Topological AttentionSeq Length=65,5362026.02107.6—99.4
Topological AttentionSeq Length=1,0242026.02145—64.7
Topological AttentionSeq Length=131,0722026.02195.7—99.7
Topological AttentionSeq Length=262,1442026.021,517—99.9
Topological AttentionSeq Length=524,2882026.0216,194—99.92