mathematical reasoning

MathCoder2: Better Math Reasoning from Continued Pretraining on Model-translated Mathematical Code ICLR 2025 MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning ACL 2025 MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025 MathGAP: Out-of-Distribution Evaluation on Problems with Arbitrarily Complex Proofs ICLR 2025 Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025 MATH-Perturb: Benchmarking LLMs’ Math Reasoning Abilities against Hard Perturbations ICML 2025 Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning AAAI 2025 MAVIS: Mathematical Visual Instruction Tuning with an Automatic Data Engine ICLR 2025 Memory or Reasoning? Explore How LLMs Compute Mixed Arithmetic Expressions ACL 2025 MetaLadder: Ascending Mathematical Solution Quality via Analogical-Problem Reasoning Transfer EMNLP 2025 Meta-Reasoning Improves Tool Use in Large Language Models NAACL 2025 MIND: Math Informed syNthetic Dialogues for Pretraining LLMs ICLR 2025 Mitigating Visual Forgetting via Take-along Visual Conditioning for Multi-modal Long CoT Reasoning ACL 2025 MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification ACL 2025 More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning EMNLP 2025 MultiLingPoT: Boosting Mathematical Reasoning in LLMs through Multilingual Program Integration EMNLP 2025 Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and English AAAI 2025 MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts CVPR 2025 No Need for Explanations: LLMs can implicitly learn from mistakes in-context EMNLP 2025 Omni-Chart-600K: A Comprehensive Dataset of Chart Types for Chart Understanding NAACL 2025 Omni-MATH: A Universal Olympiad Level Mathematic Benchmark for Large Language Models ICLR 2025 OpenMathInstruct-2: Accelerating AI for Math with Massive Open-Source Instruction Data ICLR 2025 Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025 Physics: Benchmarking Foundation Models on University-Level Physics Problem Solving ACL 2025 Physics of Language Models: Part 2.1, Grade-School Math and the Hidden Reasoning Process ICLR 2025