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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

Thinking Before You Speak: A Proactive Test-time Scaling Approach EMNLP 2025
Diverse Multi-tool Aggregation with Large Language Models for Enhanced Math Reasoning EMNLP 2025
Learning Theorem Rationale for Improving the Mathematical Reasoning Capability of Large Language Models AAAI 2025
No Need for Explanations: LLMs can implicitly learn from mistakes in-context EMNLP 2025
SPPD: Self-training with Process Preference Learning Using Dynamic Value Margin EMNLP 2025
Legal Mathematical Reasoning with LLMs: Procedural Alignment through Two-Stage Reinforcement Learning EMNLP 2025
LSRL: Process-Supervised GRPO on Latent Recurrent States Improves Mathematical Reasoning EMNLP 2025
FLAMES: Improving LLM Math Reasoning via a Fine-Grained Analysis of the Data Synthesis Pipeline EMNLP 2025
Synthetic Proofs with Tool-Integrated Reasoning: Contrastive Alignment for LLM Mathematics with Lean EMNLP 2025
An in-depth human study of the mathematical reasoning abilities in Large Language Models EMNLP 2025
Autoformalization in the Wild: Assessing LLMs on Real-World Mathematical Definitions EMNLP 2025
Stress-Testing the Reasoning Competence of Language Models With Formal Proofs EMNLP 2025
Can You Trick the Grader? Adversarial Persuasion of LLM Judges EMNLP 2025
UniMath-CoT: A Unified Framework for Multimodal Mathematical Reasoning with Re-Inference Affirmation EMNLP 2025
OpenMathInstruct-1: A 1.8 Million Math Instruction Tuning Dataset NIPS 2024
E-GPS: Explainable Geometry Problem Solving via Top-Down Solver and Bottom-Up Generator CVPR 2024
Metacognitive Capabilities of LLMs: An Exploration in Mathematical Problem Solving NIPS 2024
AlphaMath Almost Zero: Process Supervision without Process NIPS 2024
A Careful Examination of Large Language Model Performance on Grade School Arithmetic NIPS 2024
MACM: Utilizing a Multi-Agent System for Condition Mining in Solving Complex Mathematical Problems NIPS 2024
AutoPSV: Automated Process-Supervised Verifier NIPS 2024
MAmmoTH2: Scaling Instructions from the Web NIPS 2024
Measuring Multimodal Mathematical Reasoning with MATH-Vision Dataset NIPS 2024
NeuroSymbolic LLM for Mathematical Reasoning and Software Engineering IJCAI 2024
MathGenie: Generating Synthetic Data with Question Back-translation for Enhancing Mathematical Reasoning of LLMs ACL 2024