MPLMs let LLM threads pass messages to achieve asymptotically smaller context on Sudoku, early termination on 3-SAT, and competitive long-context QA results compared with CoT and fork-join baselines.
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Math reasoning gains in LLMs rarely transfer to general domains; RL tuning generalizes while SFT causes forgetting and representation drift.
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Message Passing Enables Efficient Reasoning
MPLMs let LLM threads pass messages to achieve asymptotically smaller context on Sudoku, early termination on 3-SAT, and competitive long-context QA results compared with CoT and fork-join baselines.