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Investigating Multi-Agent Deliberation in Law
法律领域探索多智能体协同审议，前沿研究打开AI应用新维度
arXiv:2606.30906v1 Announce Type: new Abstract: Artificial Intelligence is increasingly applied to the field of law, and has the potential to increase…
2
TW-LegalBench: Measuring Taiwanese Legal Understanding
首个专测台湾法律体系的大模型评估基准，填补法律AI地域性理解空白。
arXiv:2606.18699v1 Announce Type: new Abstract: Large language models (LLMs) have shown impressive capabilities across diverse tasks, yet their perfor…
3
Know Your Limits : On the Faithfulness of LLMs as Solvers and Autoformalizers in Legal Reasoning
最新研究揭示大模型在法律推理中的忠实性困境，实证分析求解与自动形式化能力的边界
arXiv:2606.16118v1 Announce Type: new Abstract: Large Language Models (LLMs) achieve strong performance on reasoning tasks, but whether this reflects …
4
MAWARITH: A Dataset and Benchmark for Legal Inheritance Reasoning with LLMs
用12,500条数据考验大模型在伊斯兰继承法中的复杂多步推理能力
arXiv:2603.07539v3 Announce Type: replace Abstract: Islamic inheritance law is challenging for large language models because solving inheritance cases…
5
Neuron Level Analysis of Large Language Model in Legal Domain Reasoning
从神经元层面剖析大模型在法律推理中的内部机制，揭示模型如何理解和应用法律规则
arXiv:2606.15884v1 Announce Type: new Abstract: We presented a neuron-level analysis of legal-domain reasoning in LLMs, comparing it with other applie…
6
Reasoners or Translators? Contamination-aware Evaluation and Neuro-Symbolic Robustness in Tax Law
最新研究：LLM在税法推理中存在数据污染风险，别被“假懂”骗了！
arXiv:2605.16052v1 Announce Type: new Abstract: Recent advances in large language models (LLMs) have significantly enhanced automated legal reasoning.…