legal reasoning

Better Call CLAUSE: A Discrepancy Benchmark for Auditing LLMs Legal Reasoning Capabilities EACL 2026 EvalQAG: A Framework for Automatic Complex QA Generation and a Benchmark QA Dataset for Policy Documents AAAI 2026 Evaluating Legal Reasoning Traces with Legal Issue Tree Rubrics ACL 2026 Korean Canonical Legal Benchmark: Toward Knowledge-Independent Evaluation of LLMs’ Legal Reasoning Capabilities EACL 2026 LegalChainReasoner: Grounding Criminal Judicial Opinion Generation via Structured Legal Chains ACL 2026 LegalDrill: Diagnosis-Driven Synthesis for Legal Reasoning in Small Language Models ACL 2026 LegalGraphRAG: Multi-Agent Graph Retrieval-Augmented Generation for Reliable Legal Reasoning ACL 2026 LexChain: Modeling Legal Reasoning Chains for Chinese Tort Case Analysis AAAI 2026 Mitigating Legal Hallucinations via Symbolic Constraints and Analogical Precedents ACL 2026 Monotonic Scaffolding as a Diagnostic Lens for Legal Reasoning in LLMs ACL 2026 PLAWBENCH: A Rubric-Based Benchmark for Evaluating LLMs in Real-World Legal Practice ACL 2026 PRBench: Large-Scale Expert Rubrics for Evaluating High-Stakes Professional Reasoning ACL 2026 SARA: Leveraging LLM Agents and Jurisprudential Ontologies for Automated Legal Reasoning AAAI 2026 Sycophants in the Courtroom: Are LLMs Fragile to Juridical Authority and Evolving Legal Standards? ACL 2026 System L: Toward System 2-Style Legal Reasoning AAAI 2026 Taxation Perspectives from Large Language Models: A Case Study on Additional Tax Penalties EACL 2026 To Judge or Not to Judge: Can Large Language Models Leverage the Dispute Focus in Legal Judgment? ACL 2026 AgentCourt: Simulating Court with Adversarial Evolvable Lawyer Agents ACL 2025 ALARB: An Arabic Legal Argument Reasoning Benchmark EMNLP 2025 A Law Reasoning Benchmark for LLM with Tree-Organized Structures including Factum Probandum, Evidence and Experiences ACL 2025 An Expert System for Danish Traffic Law Cases (Student Abstract) AAAI 2025 Are LLMs Court-Ready? Evaluating Frontier Models on Indian Legal Reasoning EMNLP 2025 Argumentative Analysis of Legal Rulings: A Structured Framework Using Bobbitt’s Typology ACL 2025 Assessing Large Language Models on Islamic Legal Reasoning: Evidence from Inheritance Law Evaluation EMNLP 2025 CLaw: Benchmarking Chinese Legal Knowledge in Large Language Models - A Fine-grained Corpus and Reasoning Analysis EMNLP 2025