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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

Meta-Reasoning Improves Tool Use in Large Language Models NAACL 2025
Selective Self-to-Supervised Fine-Tuning for Generalization in Large Language Models NAACL 2025
Self-Error-Instruct: Generalizing from Errors for LLMs Mathematical Reasoning ACL 2025
Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025
Empowering Math Problem Generation and Reasoning for Large Language Model via Synthetic Data based Continual Learning Framework EMNLP 2025
Omni-Chart-600K: A Comprehensive Dataset of Chart Types for Chart Understanding NAACL 2025
Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step Reasoning EMNLP 2025
Investigating the interaction of linguistic and mathematical reasoning in language models using multilingual number puzzles EMNLP 2025
Improving Rule-based Reasoning in LLMs using Neurosymbolic Representations EMNLP 2025
Long Chain-of-Thought Fine-tuning via Understanding-to-Reasoning Transition EMNLP 2025
Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning Tasks EMNLP 2025
More Data or Better Data? A Critical Analysis of Data Selection and Synthesis for Mathematical Reasoning EMNLP 2025
Multilingual Mathematical Reasoning: Advancing Open-Source LLMs in Hindi and English AAAI 2025
RMath: A Logic Reasoning-Focused Datasets Toward Mathematical Multistep Reasoning Tasks AAAI 2025
Key-Point-Driven Data Synthesis with Its Enhancement on Mathematical Reasoning AAAI 2025
Augmenting Math Word Problems via Iterative Question Composing AAAI 2025
VCR: A “Cone of Experience” Driven Synthetic Data Generation Framework for Mathematical Reasoning AAAI 2025
GNS: Solving Plane Geometry Problems by Neural-Symbolic Reasoning with Multi-Modal LLMs AAAI 2025
S^3cMath: Spontaneous Step-Level Self-Correction Makes Large Language Models Better Mathematical Reasoners AAAI 2025
Assessing the Creativity of LLMs in Proposing Novel Solutions to Mathematical Problems AAAI 2025
Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning AAAI 2025
Evaluating Mathematical Reasoning Beyond Accuracy AAAI 2025
CoT-UQ: Improving Response-wise Uncertainty Quantification in LLMs with Chain-of-Thought ACL 2025
CMMaTH: A Chinese Multi-modal Math Skill Evaluation Benchmark for Foundation Models COLING 2025
The Emperor’s New Reasoning: Format Imitation Overshadows Genuine Mathematical Understanding in SFT EMNLP 2025