The Measurement Gap in the Automation of EU Law: Benchmarking Doctrinal Legal Reasoning under the EU AI Act
Researchers highlight a measurement gap in evaluating large language models' ability to perform doctrinal legal reasoning, a key aspect of legal work. Existing benchmarks focus on ancillary tasks, not the interpretive core of legal analysis. The EU AI Act mandates 'appropriate accuracy' for high-risk AI in the judicial domain, but current evaluations cannot assess this. Builders must develop new benchmarks to meet regulatory requirements.
Key takeaways
- Existing legal-AI benchmarks don't test doctrinal legal reasoning.
- EU AI Act requires 'appropriate accuracy' for high-risk judicial AI.
- New benchmarks needed to evaluate legal models' interpretive abilities.
The Measurement Gap in the Automation of EU Law: Benchmarking Doctrinal Legal Reasoning under the EU AI Act
Researchers highlight a measurement gap in evaluating large language models' ability to perform doctrinal legal reasoning, a key aspect of legal work. Existing benchmarks focus on ancillary tasks, not the interpretive core of legal analysis. The EU AI Act mandates 'appropriate accuracy' for high-risk AI in the judicial domain, but current evaluations cannot assess this. Builders must develop new benchmarks to meet regulatory requirements.
Key takeaways
- Existing legal-AI benchmarks don't test doctrinal legal reasoning.
- EU AI Act requires 'appropriate accuracy' for high-risk judicial AI.
- New benchmarks needed to evaluate legal models' interpretive abilities.