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

TAPO: Dynamic Teacher and Perturbed Answer Injection for Policy Optimization AAAI 2026

SCALE: Selective Resource Allocation for Overcoming Performance Bottlenecks in Mathematical Test-time Scaling AAAI 2026

Reasoning or Memorization? Unreliable Results of Reinforcement Learning Due to Data Contamination AAAI 2026

K-STaR: Knowledge-Aware Self-Taught Reasoner AAAI 2026

Template-Theorems Graph Construction to Enhance Mathematical Reasoning Capabilities of LLM AAAI 2026

Online Difficulty Filtering for Reasoning Oriented Reinforcement Learning EACL 2026

Is This LLM Library Learning? Evaluation Must Account For Compute and Behaviour EACL 2026

SpatialMath: Spatial Comprehension-Infused Symbolic Reasoning for Mathematical Problem-Solving EACL 2026

SymCode: A Neurosymbolic Approach to Mathematical Reasoning via Verifiable Code Generation EACL 2026

Best-of-L: Cross-Lingual Reward Modeling for Mathematical Reasoning EACL 2026

MathMist: A Parallel Multilingual Benchmark Dataset for Mathematical Problem Solving and Reasoning EACL 2026

Bias-Restrained Prefix Representation Finetuning for Mathematical Reasoning AAAI 2026

Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning ACL 2025

Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025

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

Revisiting Self-Consistency from Dynamic Distributional Alignment Perspective on Answer Aggregation ACL 2025

Debate4MATH: Multi-Agent Debate for Fine-Grained Reasoning in Math ACL 2025

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

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

Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025

Chain-of-Reasoning: Towards Unified Mathematical Reasoning in Large Language Models via a Multi-Paradigm Perspective ACL 2025

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

Evaluating Intermediate Reasoning of Code-Assisted Large Language Models for Mathematics ACL 2025

Math Neurosurgery: Isolating Language Models’ Math Reasoning Abilities Using Only Forward Passes ACL 2025

CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025