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Published at December 3LLM-Enhanced Path Planning: Safe and Efficient Autonomous Navigation with Instructional Inputs
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Released Date: December 3, 2024
Authors: Pranav Doma1, Aliasghar Arab1, Xuesu Xiao2
Aff.: 1New York University; 2George Mason University

| Model | Strategy | Instruction Adherence (%) | Completeness of Response (%) | Safety Compliance (%) |
|---|---|---|---|---|
| Mistral | Navigate Quickly | 28.57 | 42.85 | 14.28 |
| Maximize Safety | 85.71 | 71.42 | 89.28 | |
| Balance Efficiency and Safety | 71.42 | 85.71 | 89.28 | |
| Llama3.1 | Navigate Quickly | 57.14 | 71.42 | 64.28 |
| Maximize Safety | 85.71 | 71.42 | 91.42 | |
| Balance Efficiency and Safety | 89.28 | 88.57 | 92.85 | |
| LLama3 | Navigate Quickly | 82.14 | 64.28 | 71.42 |
| Maximize Safety | 89.28 | 85.71 | 92.85 | |
| Balance Efficiency and Safety | 92.85 | 96.42 | 96.42 |