math reasoning

Data Mixing Agent: Learning to Re-weight Domains for Continual Pre-training ACL 2026 Exploring Visual Pretraining for Learning Language Intelligence CVPR 2026 FinMathBench: A Formula-Driven Benchmark for Evaluating LLMs’ Math Reasoning Capabilities in Finance AAAI 2026 Hard2Verify: A Step-Level Verification Benchmark for Open-Ended Frontier Math ACL 2026 AceMath: Advancing Frontier Math Reasoning with Post-Training and Reward Modeling ACL 2025 Are Multimodal LLMs Robust Against Adversarial Perturbations? RoMMath: A Systematic Evaluation on Multimodal Math Reasoning NAACL 2025 EfficientXLang: Towards Improving Token Efficiency Through Cross-Lingual Reasoning EMNLP 2025 Empowering Math Problem Generation and Reasoning for Large Language Model via Synthetic Data based Continual Learning Framework EMNLP 2025 HighMATH: Evaluating Math Reasoning of Large Language Models in Breadth and Depth EMNLP 2025 Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025 Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025 rStar-Math: Small LLMs Can Master Math Reasoning with Self-Evolved Deep Thinking ICML 2025 ScaleBiO: Scalable Bilevel Optimization for LLM Data Reweighting ACL 2025 Step-by-Step Reasoning for Math Problems via Twisted Sequential Monte Carlo ICLR 2025 T1: Advancing Language Model Reasoning through Reinforcement Learning and Inference Scaling ICML 2025 The Self-Improvement Paradox: Can Language Models Bootstrap Reasoning Capabilities without External Scaffolding? ACL 2025 To CoT or not to CoT? Chain-of-thought helps mainly on math and symbolic reasoning ICLR 2025 FinanceMATH: Knowledge-Intensive Math Reasoning in Finance Domains ACL 2024 GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving ACL 2024 MM-MATH: Advancing Multimodal Math Evaluation with Process Evaluation and Fine-grained Classification EMNLP 2024 MuggleMath: Assessing the Impact of Query and Response Augmentation on Math Reasoning ACL 2024 Multi-step Problem Solving Through a Verifier: An Empirical Analysis on Model-induced Process Supervision EMNLP 2024 Not All Tokens Are What You Need for Pretraining NeurIPS 2024 OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset NeurIPS 2024 RL on Incorrect Synthetic Data Scales the Efficiency of LLM Math Reasoning by Eight-Fold NeurIPS 2024