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Benchmarks
Grid Navigation on 2D Grid Navigation Sequence length 128, grid width 64 (IID)
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100
Accuracy
MapWM-r2
12.64
35.32
58
80.68
Nov 24, 2025
Accuracy
Updated 23d ago
Evaluation Results
Method
Method
Links
Accuracy
MapWM-r2
Layers=1, Heads=1, Ran...
2025.11
100
MapEM-os
Layers=1, Heads=1, h=64
2025.11
100
MapEM-s
Layers=1, Heads=1, h=64
2025.11
100
RoPE
Layers=4, Heads=2, h=64
2025.11
82
CoPE
Layers=4, Heads=2, h=64
2025.11
76
MapWM-r1
Layers=1, Heads=1, Ran...
2025.11
66
TAPE
Layers=4, Heads=2, h=64
2025.11
65
CoPE
Layers=1, Heads=1, h=64
2025.11
65
PathAtt
Layers=1, Heads=1, h=64
2025.11
64
RoPE
Layers=1, Heads=1, h=64
2025.11
46
TAPE
Layers=1, Heads=1, h=64
2025.11
37
MapEM-o
Layers=1, Heads=1, h=64
2025.11
16
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