# Ethical AI and Bias Mitigation in Legal

> 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.

**Ethical AI and Bias Mitigation**

Efforts to address ethical concerns in NLP have intensified:

 • Fairness-aware Models: New techniques are being developed to detect and mitigate biases in language models.

 • Explainable AI: Advancements in making NLP models more interpretable and transparent in their decision-making processes.[70] More on this in the next section.

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