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

From Calculation to Adjudication: Examining LLM Judges on Mathematical Reasoning Tasks ACL 2025

HighMATH: Evaluating Math Reasoning of Large Language Models in Breadth and Depth EMNLP 2025

U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills in Large Language Models ACL 2025

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

What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025

ConciseRL: Conciseness-Guided Reinforcement Learning for Efficient Reasoning Models EMNLP 2025

LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 2025

Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively ACL 2025

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

Memory or Reasoning? Explore How LLMs Compute Mixed Arithmetic Expressions ACL 2025

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

Sticker-TTS: Learn to Utilize Historical Experience with a Sticker-driven Test-Time Scaling Framework EMNLP 2025

IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models NAACL 2025

Implicit Reasoning in Transformers is Reasoning through Shortcuts ACL 2025

LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs NAACL 2025

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

LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025

Safe: Enhancing Mathematical Reasoning in Large Language Models via Retrospective Step-aware Formal Verification ACL 2025

ProcessBench: Identifying Process Errors in Mathematical Reasoning ACL 2025

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

VoxEval: Benchmarking the Knowledge Understanding Capabilities of End-to-End Spoken Language Models ACL 2025

Hierarchical Attention Generates Better Proofs ACL 2025

We-Math: Does Your Large Multimodal Model Achieve Human-like Mathematical Reasoning? ACL 2025

MathCoder-VL: Bridging Vision and Code for Enhanced Multimodal Mathematical Reasoning ACL 2025

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