# Large Language Models in Legal AI

> Note: This article is just one of 60+ sections from our full report titled: The 2024 Legal AI Retrospective - Key Lessons from the Past Year .

**Author:** Alex Denne  
**Category:** Insights  
**Published:** 2024-12-18  
**Reading time:** 3 min

**Note:** This article is just one of 60+ sections from our full report titled: [The 2024 Legal AI Retrospective - Key Lessons from the Past Year](https://www.genieai.co/blog/legal-ai). Please download the full report to check any citations.

**Large Language Models (LLMs)**

LLMs have seen significant improvements:

 • Parameter Efficiency: New techniques will emerge to create smaller yet equally powerful models, reducing computational requirements.

 • Few-shot Learning: LLMs have become more adept at performing tasks with minimal examples, enhancing their versatility.[67]

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