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mathematical reasoning

355 papers

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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

U-MATH: A University-Level Benchmark for Evaluating Mathematical Skills in Large Language Models ACL 2025
What Are Step-Level Reward Models Rewarding? Counterintuitive Findings from MCTS-Boosted Mathematical Reasoning AAAI 2025
LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning AAAI 2025
Subtle Errors in Reasoning: Preference Learning via Error-injected Self-editing ACL 2025
Debate4MATH: Multi-Agent Debate for Fine-Grained Reasoning in Math ACL 2025
IrokoBench: A New Benchmark for African Languages in the Age of Large Language Models NAACL 2025
LLMs Are Not Intelligent Thinkers: Introducing Mathematical Topic Tree Benchmark for Comprehensive Evaluation of LLMs NAACL 2025
LLM The Genius Paradox: A Linguistic and Math Expert’s Struggle with Simple Word-based Counting Problems NAACL 2025
Light-R1: Curriculum SFT, DPO and RL for Long COT from Scratch and Beyond ACL 2025
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025
Full-Step-DPO: Self-Supervised Preference Optimization with Step-wise Rewards for Mathematical Reasoning ACL 2025
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025
Boosting MLLM Reasoning with Text-Debiased Hint-GRPO ICCV 2025
Enhancing Mathematical Reasoning in LLMs by Stepwise Correction ACL 2025
Improving Rule-based Reasoning in LLMs using Neurosymbolic Representations EMNLP 2025
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning AAAI 2025
VoxEval: Benchmarking the Knowledge Understanding Capabilities of End-to-End Spoken Language Models ACL 2025
LLM Reasoning Engine: Specialized Training for Enhanced Mathematical Reasoning NAACL 2025
Evaluating Robustness of LLMs to Numerical Variations in Mathematical Reasoning NAACL 2025
MM-Verify: Enhancing Multimodal Reasoning with Chain-of-Thought Verification ACL 2025
A Dataset of Ancient Chinese Math Word Problems and an Application for Research in Historic Mathematics NAACL 2025
Evaluating Numeracy of Language Models as a Natural Language Inference Task NAACL 2025
MAmmoTH-VL: Eliciting Multimodal Reasoning with Instruction Tuning at Scale ACL 2025
Augmenting Math Word Problems via Iterative Question Composing AAAI 2025