Tech & Law Digest

The Insight Engine: Benchmarking Doctrinal Reasoning | Measurement Gap in EU Law - Michèle Finck


Listen Later

Can AI do doctrinal legal reasoning, or are current benchmarks measuring the wrong thing?This video summarizes Michèle Finck's article "The Measurement Gap in the Automation of EU Law: Benchmarking Doctrinal Legal Reasoning under the EU AI Act."The central argument is that legal AI evaluation has a measurement gap. Many benchmarks test retrieval, classification, extraction, exam-style answers, or other paralegal-adjacent tasks. But those tests do not show whether a model can perform doctrinal legal reasoning: the interpretive work of synthesizing legal sources, producing a defensible account of what a norm requires, and fitting that account into the wider legal system.Main points covered:- Why doctrinal legal reasoning is different from ordinary legal text generation- Why current legal AI benchmarks miss the core interpretive task- How EU law intensifies doctrinal reasoning through internalism, normativity, contestability, and coherence- Why the EU AI Act's accuracy requirement for high-risk judicial AI creates a legal measurement problem- Why Article 15 makes benchmarking more than a technical question- What failure modes a real EU-law doctrinal reasoning benchmark would need to detectSource:Michèle Finck, "The Measurement Gap in the Automation of EU Law: Benchmarking Doctrinal Legal Reasoning under the EU AI Act" (2026).This content is provided for research and educational purposes only and does not constitute legal advice.#EUAIAct #AILaw #LegalAI #LegalReasoning #LegalTech #LLM #Benchmarking

...more
View all episodesView all episodes
Download on the App Store

Tech & Law DigestBy Tech & Law Digest