GAP: Graph-Based Agent Planning with Parallel Tool Use and Reinforcement Learning

arXiv — cs.CLThursday, October 30, 2025 at 4:00:00 AM
A recent study introduces GAP, a novel approach to enhance the capabilities of autonomous agents using large language models. Unlike traditional methods that rely on sequential reasoning, GAP leverages parallelism in task execution, allowing for more efficient tool use and improved performance in complex problem-solving scenarios. This advancement is significant as it addresses the limitations of existing paradigms, paving the way for smarter and more effective autonomous systems.
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