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Papers
Reasoning in Large Language Models Through Symbolic Math Word Problems
ACL 2023
Scalable and Explainable Automated Scoring for Open-Ended Constructed Response Math Word Problems
ACL 2023
Towards Revealing the Mystery behind Chain of Thought: A Theoretical Perspective
NeurIPS 2023
TRIGO: Benchmarking Formal Mathematical Proof Reduction for Generative Language Models
EMNLP 2023
UniMath: A Foundational and Multimodal Mathematical Reasoner
EMNLP 2023
World Models for Math Story Problems
ACL 2023
An Augmented Benchmark Dataset for Geometric Question Answering through Dual Parallel Text Encoding
COLING 2022
Keyword-based Natural Language Premise Selection for an Automatic Mathematical Statement Proving
COLING 2022
LILA: A Unified Benchmark for Mathematical Reasoning
EMNLP 2022
Multi-View Reasoning: Consistent Contrastive Learning for Math Word Problem
EMNLP 2022
NumGLUE: A Suite of Fundamental yet Challenging Mathematical Reasoning Tasks
ACL 2022
Solving Quantitative Reasoning Problems with Language Models
NeurIPS 2022
UniGeo: Unifying Geometry Logical Reasoning via Reformulating Mathematical Expression
EMNLP 2022
Weakly Supervised Formula Learner for Solving Mathematical Problems
COLING 2022
GraphMR: Graph Neural Network for Mathematical Reasoning
EMNLP 2021
Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning
EMNLP 2021
IsarStep: a Benchmark for High-level Mathematical Reasoning
ICLR 2021
Learning Mathematical Properties of Integers
EMNLP 2021
LIME: Learning Inductive Bias for Primitives of Mathematical Reasoning
ICML 2021
Mathematical Reasoning via Self-supervised Skip-tree Training
ICLR 2021
Measuring and Improving BERT’s Mathematical Abilities by Predicting the Order of Reasoning.
ACL 2021
Recognizing and Verifying Mathematical Equations using Multiplicative Differential Neural Units
AAAI 2021
Sequence to General Tree: Knowledge-Guided Geometry Word Problem Solving
ACL 2021
SMART: A Situation Model for Algebra Story Problems via Attributed Grammar
AAAI 2021
Machine Number Sense: A Dataset of Visual Arithmetic Problems for Abstract and Relational Reasoning
AAAI 2020