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Benchmarks
Robotic Planning on LEMMA Single-Agent Multiplicity
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77
Success Rate (SR)
SG-CoT
22.92
36.96
51
65.04
Mar 18, 2026
Success Rate (SR)
Completion Quality Ratio (CQR)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Success Rate (SR)
Completion Quality Ratio (CQR)
SG-CoT
LLM=Gemini-2.5-Flash
2026.03
77
51
SG-CoT
LLM=Qwen3-VL-2B
2026.03
71
52
InnerMono
LLM=Gemini-2.5-Flash
2026.03
70
62
InnerMono
LLM=Qwen3-VL-2B
2026.03
65
53
SG-CoT
LLM=Gemini-2.5-Flash,...
2026.03
59
32
SG-CoT
LLM=Gemini-2.5-Flash,...
2026.03
52
40
SG-CoT
LLM=Qwen3-VL-2B, Scene...
2026.03
52
37
CLARA
LLM=Gemini-2.5-Flash
2026.03
48
47
SG-CoT
LLM=Qwen3-VL-2B, Itera...
2026.03
45
35
CLARA
LLM=Qwen3-VL-2B
2026.03
38
35
SG-CoT
LLM=Qwen3-VL-2B, Itera...
2026.03
34
32
SG-CoT
LLM=Gemini-2.5-Flash,...
2026.03
32
28
ProgPrompt
LLM=Gemini-2.5-Flash
2026.03
26
24
ProgPrompt
LLM=Qwen3-VL-2B
2026.03
25
23
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