mathematical reasoning

355 papers

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Also known as

MWP

Co-occurring keywords

large language model (12755) chain-of-thought reasoning (469) benchmark evaluation (1539) reinforcement learning (4122) language model (4573) chain of thought (274) math word problem (103) multimodal learning (4622) chain-of-thought prompting (306) question answering (2904)

Papers

Tables as Thought: Exploring Structured Thoughts in LLM Reasoning ACL 2025

The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025

CER: Confidence Enhanced Reasoning in LLMs ACL 2025

BackMATH: Towards Backward Reasoning for Solving Math Problems Step by Step COLING 2025

ClozeMath: Improving Mathematical Reasoning in Language Models by Learning to Fill Equations ACL 2025

Process-based Self-Rewarding Language Models ACL 2025

CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025

RaDeR: Reasoning-aware Dense Retrieval Models EMNLP 2025

MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025

Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025

CCQA: Generating Question from Solution Can Improve Inference-Time Reasoning in SLMs EMNLP 2025

Studying the capabilities of Large Language Models in solving Combinatorics Problems posed in Hindi COLING 2025

LEMMA: Learning from Errors for MatheMatical Advancement in LLMs ACL 2025

An Analysis of the Impact of Problem Paraphrasing on LLM-Based Mathematical Problem Solving IJCNLP 2025

VCSearch: Bridging the Gap Between Well-Defined and Ill-Defined Problems in Mathematical Reasoning EMNLP 2025

Implicit Reasoning in Transformers is Reasoning through Shortcuts ACL 2025

R-PRM: Reasoning-Driven Process Reward Modeling EMNLP 2025

LLMs cannot spot math errors, even when allowed to peek into the solution EMNLP 2025

Examining False Positives under Inference Scaling for Mathematical Reasoning EMNLP 2025

Can Vision-Language Models Solve Visual Math Equations? EMNLP 2025

Improving Reasoning Capabilities in Small Models through Mixture-of-layers Distillation with Stepwise Attention on Key Information EMNLP 2025

Trojsten Benchmark: Evaluating LLM Problem-Solving in Slovak STEM Competition Problems EMNLP 2025

MV-MATH: Evaluating Multimodal Math Reasoning in Multi-Visual Contexts CVPR 2025

From A and B to A+B: Can Large Language Models Solve Compositional Math Problems? EMNLP 2025

Towards Advanced Mathematical Reasoning for LLMs via First-Order Logic Theorem Proving EMNLP 2025