mathematical reasoning

From Data-Centric to Sample-Centric: Enhancing LLM Reasoning via Progressive Optimization ACL 2026 From Imitation to Discrimination: Toward a Generalized Curriculum Advantage Mechanism Enhancing Cross-Domain Reasoning Tasks AAAI 2026 From Proof to Program: Characterizing Tool-Induced Reasoning Hallucinations in Large Language Models ACL 2026 Fusion Training for Mathematical Generalization in Large Language Models ACL 2026 G2RPO-A: Guided Group Relative Policy Optimization with Adaptive Guidance ACL 2026 GenPRM: Scaling Test-Time Compute of Process Reward Models via Generative Reasoning AAAI 2026 Global-Local Confidence Fusion for Hallucination Detection in Mathematical Reasoning Task AAAI 2026 Hide and Seek with LLMs: An Adversarial Game for Sneaky Error Generation and Self-Improving Diagnosis AAAI 2026 How Hard is Math? Using Quantitative Metrics to Measure LLM Alignment to Human Intuitions of Difficulty ACL 2026 In-Token Rationality Optimization: Towards Accurate and Concise LLM Reasoning via Self-Feedback AAAI 2026 IRIS: Interleaved Reinforcement with Incremental Staged Curriculum for Cross-Lingual Mathematical Reasoning ACL 2026 Is This LLM Library Learning? Evaluation Must Account For Compute and Behaviour EACL 2026 K-STaR: Knowledge-Aware Self-Taught Reasoner AAAI 2026 Large Language Models Struggle with Unreasonability in Math Problems AAAI 2026 Learning from Cognition: Enhancing RL Efficiency for LLM Reasoning via Hierarchical Metacognitive Decomposition and Refinement ACL 2026 Learning While Staying Curious: Entropy-Preserving Supervised Fine-Tuning via Adaptive Self-Distillation for Large Reasoning Models ACL 2026 LLM Parameters for Math Across Languages: Shared or Separate? ACL 2026 Long-Chain Reasoning Distillation via Adaptive Prefix Alignment ACL 2026 MalruleLib: Large-Scale Executable Misconception Reasoning with Step Traces for Modeling Student Thinking in Mathematics ACL 2026 MARD: Module-Aware Reasoning Distillation for Language Models with Adaptive Supervision ACL 2026 MathCanvas: Intrinsic Visual Chain-of-Thought for Multimodal Mathematical Reasoning ACL 2026 MathMist: A Parallel Multilingual Benchmark Dataset for Mathematical Problem Solving and Reasoning EACL 2026 MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning AAAI 2026 MathSight: A Benchmark Exploring Have Vision-Language Models Really Seen in University-Level Mathematical Reasoning? ACL 2026 MathSmith: Towards Extremely Hard Mathematical Reasoning by Forging Synthetic Problems with a Reinforced Policy AAAI 2026