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

Self-Explore: Enhancing Mathematical Reasoning in Language Models with Fine-grained Rewards EMNLP 2024

Math-LLaVA: Bootstrapping Mathematical Reasoning for Multimodal Large Language Models EMNLP 2024

MathFish: Evaluating Language Model Math Reasoning via Grounding in Educational Curricula EMNLP 2024

Exploring the Limits of Fine-grained LLM-based Physics Inference via Premise Removal Interventions EMNLP 2024

Breaking Language Barriers in Multilingual Mathematical Reasoning: Insights and Observations EMNLP 2024

Step-level Value Preference Optimization for Mathematical Reasoning EMNLP 2024

SciInstruct: a Self-Reflective Instruction Annotated Dataset for Training Scientific Language Models NIPS 2024

JiuZhang3.0: Efficiently Improving Mathematical Reasoning by Training Small Data Synthesis Models NIPS 2024

Evaluating Large Vision-and-Language Models on Children's Mathematical Olympiads NIPS 2024

Neuro-Symbolic Data Generation for Math Reasoning NIPS 2024

MathPile: A Billion-Token-Scale Pretraining Corpus for Math NIPS 2024

Autoformalize Mathematical Statements by Symbolic Equivalence and Semantic Consistency NIPS 2024

DART-Math: Difficulty-Aware Rejection Tuning for Mathematical Problem-Solving NIPS 2024

Exploring Equation as a Better Intermediate Meaning Representation for Numerical Reasoning of Large Language Models AAAI 2024

FinanceMATH: Knowledge-Intensive Math Reasoning in Finance Domains ACL 2024

GeoEval: Benchmark for Evaluating LLMs and Multi-Modal Models on Geometry Problem-Solving ACL 2024

Enhancing Arguments Recognition for Financial Mathematical Reasoning over Hybrid Data EMNLP 2024

Solving for X and Beyond: Can Large Language Models Solve Complex Math Problems with More-Than-Two Unknowns? EMNLP 2024

A Novel Instruction Tuning Method for Vietnamese Mathematical Reasoning using Trainable Open-Source Large Language Models EMNLP 2024

BC-Prover: Backward Chaining Prover for Formal Theorem Proving EMNLP 2024

SciAgent: Tool-augmented Language Models for Scientific Reasoning EMNLP 2024

ChatGLM-Math: Improving Math Problem-Solving in Large Language Models with a Self-Critique Pipeline EMNLP 2024

How Does Quantization Affect Multilingual LLMs? EMNLP 2024

Embedding Trajectory for Out-of-Distribution Detection in Mathematical Reasoning NIPS 2024

Data Driven Approach for Mathematical Problem Solving COLING 2024