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Benchmarks
Robot Instruction Following on LIBERO-CF Object
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34
Faithful Grounding
pi0.5
0.304
9.052
17.8
26.548
Feb 19, 2026
Faithful Grounding
Biased Grounding
Faithful Success
Biased Success
Updated 1mo ago
Evaluation Results
Method
Method
Links
Faithful Grounding
Biased Grounding
Faithful Success
Biased Success
pi0.5
CAG=Vision-Action Prio...
2026.02
34
49.8
18
29.8
pi0.5
CAG=Training-free (TF)
2026.02
24.6
65.2
9.2
41.4
pi0
CAG=Vision-Action Prio...
2026.02
13.8
53.8
0
29.2
pi0
CAG=Training-free (TF)
2026.02
12.2
50.6
0.6
15
pi0.5
CAG=None
2026.02
11.4
68.8
5.8
66.8
pi0
CAG=None
2026.02
6
59.4
0
45
OpenVLA-OFT
CAG=Vision-Action Prio...
2026.02
3.8
91.8
0
57
OpenVLA-OFT
CAG=None
2026.02
2
99.6
0
97.6
OpenVLA-OFT
CAG=Training-free (TF)
2026.02
1.6
100
0
94.4
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