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English(EN) Can Causal Discovery Algorithms Help in Generating Legal Arguments?

AI研究探索因果发现和LLM在法律论证生成中的应用

作者 PulseAugur 编辑部 · [4 个来源] ·

两篇新研究论文探讨了AI在法律论证生成中的应用。其中一篇论文指出了法律论证挖掘中的一个根本性挑战：缺乏一种平衡理论表达能力和计算可行性的结构化方法，尽管LLM取得了进展，但这阻碍了进步。另一篇论文则通过分析标注的法律数据集并发现法律概念之间的因果关系，研究了因果发现算法（通常应用于医学和经济学等领域）在生成法律论证中的使用。 AI

影响 探索用于法律论证生成的新型AI应用，可能改进法律分析和决策支持。

排序理由 两篇arXiv论文探讨了法律论证生成中的新型AI应用，一篇侧重于结构性挑战，另一篇侧重于因果发现算法。

在 arXiv stat.ML 阅读 →

AI 生成摘要 · Google Gemini · 来自 4 个来源。 我们如何撰写摘要 →

AI研究探索因果发现和LLM在法律论证生成中的应用

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两篇arXiv论文探讨了法律论证生成中的新型AI应用，一篇侧重于结构性挑战，另一篇侧重于因果发现算法。
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报道来源 [4]

  1. arXiv cs.CL TIER_1 English(EN) · Xianglei Liao, Chuanyi Li, Kun Chen ·

    人工智能时代法律论证挖掘的结构性困境与发展路径

    arXiv:2605.02308v1 Announce Type: new Abstract: Against the backdrop of rapid advances in artificial intelligence, legal argument mining has emerged as an important research area linking legal texts with intelligent analysis, carrying significant theoretical and practical implica…

  2. arXiv cs.CL TIER_1 English(EN) · Kun Chen ·

    人工智能时代法律论证挖掘的结构性困境与发展路径

    Against the backdrop of rapid advances in artificial intelligence, legal argument mining has emerged as an important research area linking legal texts with intelligent analysis, carrying significant theoretical and practical implications. Existing studies have primarily developed…

  3. arXiv stat.ML TIER_1 English(EN) · Soham Wasmatkar, Subinay Adhikary, Rakshit Rohan, Shouvik Kumar Guha, Saptarshi Pyne, Kripabandhu Ghosh ·

    因果发现算法能否帮助生成法律论证？

    arXiv:2605.02318v1 Announce Type: cross Abstract: In 2011, Judea Pearl received the Turing Award, considered the Nobel Prize in Computing, for fundamental contributions to artificial intelligence through the development of a calculus for probabilistic and causal reasoning. It inc…

  4. arXiv stat.ML TIER_1 English(EN) · Kripabandhu Ghosh ·

    因果发现算法能否帮助生成法律论证？

    In 2011, Judea Pearl received the Turing Award, considered the Nobel Prize in Computing, for fundamental contributions to artificial intelligence through the development of a calculus for probabilistic and causal reasoning. It includes pioneering the development of causal discove…

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