Subsumption-Based Legal Reasoning
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BenGER: Benchmarking LLM Systems on Subsumption-Based Legal Reasoning in German Law
arXiv:2605.28183v2 Announce Type: replace Abstract: We introduce the BenGER (Benchmark for German Law) dataset for evaluating LLM systems on subsumption-based legal reasoning in German law. The BenGER dataset consists of three components: 596 exam-style free-text legal case tasks across multiple levels of legal education and 531 short doctrinal reasoning tasks. We evaluate 12 contemporary LLM systems -- closed flagship, efficiency-oriented, and open-weight -- across automatic and judge-based...