【推荐理由】本文介绍了一种基于语言模型的逻辑推理系统，将显式规划集成到推理方法中。
Explicit Planning Helps Language Models in Logical Reasoning
Hongyu Zhao, Kangrui Wang, Mo Yu, Hongyuan Mei
[University of Chicago & Toyota Technological Institute at Chicago & WeChat AI]
【论文链接】https://arxiv.org/pdf/2303.15714.pdf
【摘要】语言模型已经在各种自然语言处理任务中表现出色。在本文中，作者提出了一种使用语言模型进行多步逻辑推理的新系统。该系统将显式规划纳入其推理过程中，因此能够通过向前看其未来效果来做出更明智的推理决策。在文章的实验中，该完整系统在性能上显著优于其他竞争系统。在多项选择题回答任务中，该系统与GPT-3-davinci相比表现出竞争力，尽管只有约15亿个参数。作者进行了几项消融研究，以证明显式规划在系统性能中发挥了关键作用。
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