Message Passing Enables Efficient Reasoning
MPLMs introduce a framework for efficient reasoning in large language models by allowing threads to communicate directly using send and receive primitives. This method avoids slow, centralized coordination, enabling concurrent decoding and improved scalability compared to traditional parallel methods.