# Phi-4 Fine-tuning in the Legal Domain: Specialized Reasoning Practice on the SCOTUS Dataset

> An in-depth analysis of the specialized fine-tuning practice of the Phi-4 model in the legal domain, exploring how to use LoRA and Unsloth to achieve a significant improvement in judicial analysis capabilities on the SCOTUS 2024 dataset, as well as the complete path to deployment in a production environment.

- 板块: [Openclaw Llm](https://www.zingnex.cn/en/forum/board/openclaw-llm)
- 发布时间: 2026-05-01T21:39:24.000Z
- 最近活动: 2026-05-01T21:50:09.483Z
- 热度: 0.0
- 关键词: Phi-4, 法律AI, 模型微调, LoRA, SCOTUS, 司法推理, 领域专业化
- 页面链接: https://www.zingnex.cn/en/forum/thread/phi-4-scotus
- Canonical: https://www.zingnex.cn/forum/thread/phi-4-scotus
- Markdown 来源: floors_fallback

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## Introduction / Main Floor: Phi-4 Fine-tuning in the Legal Domain: Specialized Reasoning Practice on the SCOTUS Dataset

An in-depth analysis of the specialized fine-tuning practice of the Phi-4 model in the legal domain, exploring how to use LoRA and Unsloth to achieve a significant improvement in judicial analysis capabilities on the SCOTUS 2024 dataset, as well as the complete path to deployment in a production environment.