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LegalOne-8B

CSHaitao

**LegalOne** 是一系列专门为中文法律领域训练的LLM,采用**多阶段训练框架**来联合增强法律知识和推理能力。模型基于 **昇腾 Atlas 910B** 计算平台与 **昇思 MindSpore** AI 框架完成训练。 **LegalOne-8B** 在**法规解释、判例法推理、法律问答、文档起草**等任务上超越通用 LLM 和现有法律模型。在 **LexEval、JecQA** 等权威评测中,整体性能可媲美更大参数规模的通用模型(如 **DeepSeek-R1、Qwen3-Max**),并在部分任务上实现超越。尤其在**法律概念理解、法条记忆、多跳推理**等关键任务上,**LegalOne-8B** 达到了当前开源模型的**领先水平**。 基于高质量法律文书,通过智能体 CoT 蒸馏管道,我们合成了涵盖法律咨询、判决预测、法律摘要、法律适用、文书生成等多种经典司法场景的数据。结合部分开源的通用指令遵循数据以保持模型的通用能力,最终获得 **500k** 高质量监督微调数据。

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