Reasoning

Large Language and Reasoning Models are Shallow Disjunctive Reasoners ACL 2025 Large Language Models Are Better Logical Fallacy Reasoners with Counterargument, Explanation, and Goal-Aware Prompt Formulation NAACL 2025 Large Language Models Are Cross-Lingual Knowledge-Free Reasoners NAACL 2025 Large Language Models as an Indirect Reasoner: Contrapositive and Contradiction for Automated Reasoning COLING 2025 LATTE: Learning Aligned Transactions and Textual Embeddings for Bank Clients EMNLP 2025 LATTE: Learning to Think with Vision Specialists EMNLP 2025 Learn from What We HAVE: History-Aware VErifier that Reasons about Past Interactions Online CoRL 2025 Learning a Continue-Thinking Token for Enhanced Test-Time Scaling IJCNLP 2025 Learning Compositional Functions with Transformers from Easy-to-Hard Data COLT 2025 Learning-enabled Polynomial Lyapunov Function Synthesis via High-Accuracy Counterexample-Guided Framework CVPR 2025 Learning First-Order Logic Rules for Argumentation Mining ACL 2025 Learning from Committee: Reasoning Distillation from a Mixture of Teachers with Peer-Review ACL 2025 Learning Physics Informed Neural ODEs with Partial Measurements AAAI 2025 Learning Theorem Rationale for Improving the Mathematical Reasoning Capability of Large Language Models AAAI 2025 Learning Together to Perform Better: Teaching Small-Scale LLMs to Collaborate via Preferential Rationale Tuning ACL 2025 Learning to Plan & Reason for Evaluation with Thinking-LLM-as-a-Judge ICML 2025 Learning to Reason from Feedback at Test-Time ACL 2025 Learning to Reason Over Time: Timeline Self-Reflection for Improved Temporal Reasoning in Language Models ACL 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 Leveraging Language-based Representations for Better Solving Symbol-related Problems with Large Language Models COLING 2025 Leveraging Online Olympiad-Level Math Problems for LLMs Training and Contamination-Resistant Evaluation ICML 2025 LexTime: A Benchmark for Temporal Ordering of Legal Events EMNLP 2025 Library-Like Behavior In Language Models is Enhanced by Self-Referencing Causal Cycles ACL 2025 LIFT the Veil for the Truth: Principal Weights Emerge after Rank Reduction for Reasoning-Focused Supervised Fine-Tuning ICML 2025