legal reasoning

CLEAR: A Framework Enabling Large Language Models to Discern Confusing Legal Paragraphs EMNLP 2025 Continual Pre-Training is (not) What You Need in Domain Adaptation ACML 2025 CourtReasoner: Can LLM Agents Reason Like Judges? EMNLP 2025 Evaluating LLM-Generated Legal Explanations for Regulatory Compliance in Social Media Influencer Marketing EMNLP 2025 Evaluating Test-Time Scaling LLMs for Legal Reasoning: OpenAI o1, DeepSeek-R1, and Beyond EMNLP 2025 Evaluating the Role of Verifiers in Test-Time Scaling for Legal Reasoning Tasks EMNLP 2025 GreekBarBench: A Challenging Benchmark for Free-Text Legal Reasoning and Citations EMNLP 2025 Incorporating Legal Logic into Deep Learning: An Intelligent Approach to Probation Prediction IJCAI 2025 Investigating the Shortcomings of LLMs in Step-by-Step Legal Reasoning NAACL 2025 J&H: Evaluating the Robustness of Large Language Models Under Knowledge-Injection Attacks in Legal Domain AAAI 2025 JUREX-4E: Juridical Expert-Annotated Four-Element Knowledge Base for Legal Reasoning EMNLP 2025 LAiW: A Chinese Legal Large Language Models Benchmark COLING 2025 LawInstruct: A Resource for Studying Language Model Adaptation to the Legal Domain NAACL 2025 Learning to Solve Domain-Specific Calculation Problems with Knowledge-Intensive Programs Generator NAACL 2025 Legal Fact Prediction: The Missing Piece in Legal Judgment Prediction EMNLP 2025 Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025 LeMAJ (Legal LLM-as-a-Judge): Bridging Legal Reasoning and LLM Evaluation EMNLP 2025 NyayaRAG: Realistic Legal Judgment Prediction with RAG under the Indian Common Law System IJCNLP 2025 PILOT-Bench: A Benchmark for Legal Reasoning in the Patent Domain with IRAC-Aligned Classification Tasks EMNLP 2025 QIAS 2025: Overview of the Shared Task on Islamic Inheritance Reasoning and Knowledge Assessment EMNLP 2025 RAG based Question Answering of Korean Laws and Precedents ACL 2025 UCL-Bench: A Chinese User-Centric Legal Benchmark for Large Language Models NAACL 2025 Unilaw-R1: A Large Language Model for Legal Reasoning with Reinforcement Learning and Iterative Inference EMNLP 2025 0x.Yuan at SemEval-2024 Task 5: Enhancing Legal Argument Reasoning with Structured Prompts SemEval 2024 Archimedes-AUEB at SemEval-2024 Task 5: LLM explains Civil Procedure SemEval 2024