2 papers
cs.AI2025
GridRoute: A Benchmark for LLM-Based Route Planning with Cardinal Movement in Grid Environments
Kechen Li, Yaotian Tao, Ximing Wen +5
Recent advancements in Large Language Models (LLMs) have demonstrated their potential in planning and reasoning tasks, offering a flexible alternative to classical pathfinding algo…
cs.LG2025
SoS1: O1 and R1-Like Reasoning LLMs are Sum-of-Square Solvers
Kechen Li, Wenqi Zhu, Coralia Cartis +2
Large Language Models (LLMs) have achieved human-level proficiency across diverse tasks, but their ability to perform rigorous mathematical problem solving remains an open challeng…