mathematical reasoning

CMMaTH: A Chinese Multi-modal Math Skill Evaluation Benchmark for Foundation Models COLING 2025 CogAtom: From Cognitive Atoms to Olympiad-level Mathematical Reasoning in Large Language Models EMNLP 2025 CoinMath: Harnessing the Power of Coding Instruction for Math LLM ACL 2025 CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025 ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models EMNLP 2025 CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025 Debate4MATH: Multi-Agent Debate for Fine-Grained Reasoning in Math ACL 2025 Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning Tasks EMNLP 2025 Disentangling Mathematical Reasoning in LLMs: A Methodological Investigation of Internal Mechanisms EMNLP 2025 Disentangling Text and Math in Word Problems: Evidence for the Bidimensional Structure of Large Language Models’ Reasoning ACL 2025 Diverse Multi-tool Aggregation with Large Language Models for Enhanced Math Reasoning EMNLP 2025 DrawEduMath: Evaluating Vision Language Models with Expert-Annotated Students’ Hand-Drawn Math Images NAACL 2025 DynaMath: A Dynamic Visual Benchmark for Evaluating Mathematical Reasoning Robustness of Vision Language Models ICLR 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 Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025 Error Classification of Large Language Models on Math Word Problems: A Dynamically Adaptive Framework EMNLP 2025 Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision EMNLP 2025 Evaluating Intermediate Reasoning of Code-Assisted Large Language Models for Mathematics ACL 2025 Evaluating LLMs’ Mathematical and Coding Competency through Ontology-guided Interventions ACL 2025 Evaluating Mathematical Reasoning Beyond Accuracy AAAI 2025 Evaluating Numeracy of Language Models as a Natural Language Inference Task NAACL 2025 Evaluating Robustness of LLMs to Numerical Variations in Mathematical Reasoning NAACL 2025 Examining False Positives under Inference Scaling for Mathematical Reasoning EMNLP 2025 Exposing the Achilles’ Heel: Evaluating LLMs Ability to Handle Mistakes in Mathematical Reasoning ACL 2025