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Benchmarks
Multi-Agent Path Finding on MAPF-FrozenLake 4-agent Sum
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33.14
Valid Rate
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
2.2416
10.2633
18.285
26.3067
Jun 16, 2026
Valid Rate
Optimal Rate
Updated 1mo ago
Evaluation Results
Method
Method
Links
Valid Rate
Optimal Rate
Qwen3-4B + GRPO + LLM-as-Environment-Engineer
Backbone=Qwen3-4B, Tra...
2026.06
33.14
21.33
Kimi-K2.5
2026.06
26.95
17.9
Qwen3-4B + GRPO (random)
Backbone=Qwen3-4B, Tra...
2026.06
26.67
16.1
Grok-4.2
2026.06
23.43
15.33
GPT-5.4
2026.06
17.05
10.86
Gemini-3.1-Pro
2026.06
12.95
10.1
Qwen3-4B (base)
Backbone=Qwen3-4B, Sta...
2026.06
3.43
3.05
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