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

A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models ACL 2023

Learning Multi-Step Reasoning by Solving Arithmetic Tasks ACL 2023

Mathematical Capabilities of ChatGPT NIPS 2023

Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective NIPS 2023

Reasoning in Large Language Models Through Symbolic Math Word Problems ACL 2023

Solving Quantitative Reasoning Problems with Language Models NIPS 2022

An Augmented Benchmark Dataset for Geometric Question Answering through Dual Parallel Text Encoding COLING 2022

Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem EMNLP 2022

LILA: A Unified Benchmark for Mathematical Reasoning EMNLP 2022

UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression EMNLP 2022

NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks ACL 2022

Keyword-based Natural Language Premise Selection for an Automatic Mathematical Statement Proving COLING 2022

Weakly Supervised Formula Learner for Solving Mathematical Problems COLING 2022

Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning EMNLP 2021

SMART: A Situation Model for Algebra Story Problems via Attributed Grammar AAAI 2021

LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning ICML 2021

Measuring and Improving BERT’s Mathematical Abilities by Predicting the Order of Reasoning. IJCNLP 2021

Recognizing and Verifying Mathematical Equations using Multiplicative Differential Neural Units AAAI 2021

Measuring and Improving BERT’s Mathematical Abilities by Predicting the Order of Reasoning. ACL 2021

GraphMR: Graph Neural Network for Mathematical Reasoning EMNLP 2021

Learning Mathematical Properties of Integers EMNLP 2021

Sequence to General Tree: Knowledge-Guided Geometry Word Problem Solving ACL 2021

Point to the Expression: Solving Algebraic Word Problems using the Expression-Pointer Transformer Model EMNLP 2020

Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational Reasoning AAAI 2020

Solving Math Word Problems with Multi-Encoders and Multi-Decoders COLING 2020