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Benchmarks
Grid Navigation on 1D Grid Navigation Sequence length 128, grid width 64 (IID)
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100
Accuracy
MapWM-r1
10.56
33.78
57
80.22
Nov 24, 2025
Accuracy
Updated 22d ago
Evaluation Results
Method
Method
Links
Accuracy
MapWM-r1
Layers=1, Heads=1, Ran...
2025.11
100
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
PathAtt
Layers=1, Heads=1, h=64
2025.11
99
RoPE
Layers=4, Heads=2, h=64
2025.11
95
TAPE
Layers=4, Heads=2, h=64
2025.11
93
CoPE
Layers=4, Heads=2, h=64
2025.11
88
CoPE
Layers=1, Heads=1, h=64
2025.11
63
RoPE
Layers=1, Heads=1, h=64
2025.11
25
TAPE
Layers=1, Heads=1, h=64
2025.11
23
MapEM-o
Layers=1, Heads=1, h=64
2025.11
14
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