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

SAPO: Self-Adaptive Process Optimization Makes Small Reasoners Stronger AAAI 2026

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

RV-Syn: Rational and Verifiable Mathematical Reasoning Data Synthesis based on Structured Function Library EACL 2026

MathSE: Improving Multimodal Mathematical Reasoning via Self-Evolving Iterative Reflection and Reward-Guided Fine-Tuning AAAI 2026

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

Rectify Evaluation Preference: Improving LLMs’ Critique on Math Reasoning via Perplexity-aware Reinforcement Learning AAAI 2026

Plasticity vs. Rigidity: The Impact of Low-Rank Adapters on Reasoning on a Micro-Budget EACL 2026

Beyond Accuracy: Alignment and Error Detection across Languages in the Bi-GSM8K Math-Teaching Benchmark EACL 2026

The Curse of Verbalization: How Presentation Order Constrains LLM Reasoning EACL 2026

SITA: A Framework for Structure-to-Instance Theorem Autoformalization AAAI 2026

Test-time Diverse Reasoning by Riemannian Activation Steering AAAI 2026

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

Step-GRPO: Enhancing Reasoning Quality and Efficiency via Structured PRM-Based Reinforcement Learning AAAI 2026

Explain with Visual Keypoints Like a Real Mentor! A Benchmark for Multimodal Solution Explanation 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

Hide and Seek with LLMs: An Adversarial Game for Sneaky Error Generation and Self-Improving Diagnosis AAAI 2026

Uncertainty-Based Methods for Automated Process Reward Data Construction and Output Aggregation in Mathematical Reasoning AAAI 2026

Benchmarking LLMs’ Mathematical Reasoning with Unseen Random Variables Questions AAAI 2026

StepFun-Formalizer: Unlocking the Autoformalization Potential of LLMs Through Knowledge-Reasoning Fusion AAAI 2026