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

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

Studying the capabilities of Large Language Models in solving Combinatorics Problems posed in Hindi COLING 2025

Stepwise Reasoning Checkpoint Analysis: A Test Time Scaling Method to Enhance LLMs’ Reasoning EMNLP 2025

FG-PRM: Fine-grained Hallucination Detection and Mitigation in Language Model Mathematical Reasoning EMNLP 2025

RaDeR: Reasoning-aware Dense Retrieval Models EMNLP 2025

MathFusion: Enhancing Mathematical Problem-solving of LLM through Instruction Fusion ACL 2025

CoMAT: Chain of Mathematically Annotated Thought Improves Mathematical Reasoning EMNLP 2025

Error Typing for Smarter Rewards: Improving Process Reward Models with Error-Aware Hierarchical Supervision EMNLP 2025

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

CER: Confidence Enhanced Reasoning in LLMs ACL 2025

Automatic Mathematic In-Context Example Generation for LLM Using Multi-Modal Consistency COLING 2025

Step Guided Reasoning: Improving Mathematical Reasoning using Guidance Generation and Step 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

Parrot: A Training Pipeline Enhances Both Program CoT and Natural Language CoT for Reasoning EMNLP 2025

Thinking Before You Speak: A Proactive Test-time Scaling Approach EMNLP 2025

Investigating the interaction of linguistic and mathematical reasoning in language models using multilingual number puzzles EMNLP 2025

DrawEduMath: Evaluating Vision Language Models with Expert-Annotated Students’ Hand-Drawn Math Images NAACL 2025

LLaMA-Berry: Pairwise Optimization for Olympiad-level Mathematical Reasoning via O1-like Monte Carlo Tree Search NAACL 2025

PORT: Preference Optimization on Reasoning Traces NAACL 2025

Local Prompt Optimization NAACL 2025

LLM2: Let Large Language Models Harness System 2 Reasoning NAACL 2025

Dipper: Diversity in Prompts for Producing Large Language Model Ensembles in Reasoning Tasks EMNLP 2025

Meta-Reasoning Improves Tool Use in Large Language Models NAACL 2025

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