zhaoxudong01-ieisystem / math-word-problems-paperlist

A Paper List for Math Word Problem

A Paper List for Math Word Problem

This is a paper list for math word problem. It also contains some related research areas, including geometry problem solving.

Keyword: Math Word Problem, Geometry Problem, Natural Language Processing

Dataset

• Learning to Automatically Solve Algebra Word Problems, ACL2014, [paper]
  • Alg514, include 514 problems. (English)
• Automatically Solving Number Word Problems by Semantic Parsing and Reasoning, EMNLP2015, [paper]
  • Dolphin1878, include 1878 problems. (English)
• Annotating Derivations: A New Evaluation Strategy and Dataset for Algebra Word Problems, EACL2017, [paper]
  • DRAW-1K, include 1000 problems. (English)
• MAWPS: A Math Word Problem Repository, NAACL2016, [paper]
  • MAWPS, include 2373 problems. (English)
• Deep Neural Solver for Math Word Problems, EMNLP2017, [paper]
  • Math23k, include 23161 problems. (Chinese)
• Ape210K: A Large-Scale and Template-Rich Dataset of Math Word Problems, arxiv, [paper] [code]
  • Ape210K, include 210488 problems. (Chinese, largest)
• A Diverse Corpus for Evaluating and Developing English Math Word Problem Solvers, ACL2020, [paper] [code]
  • ASDiv, cover more text patterns, include 2305 problems. (English)

Math Word Problem Solvers

• Recall and Learn: A Memory-augmented Solver for Math Word Problems, EMNLP2021 Findings, [paper] [code]
• Improving Math Word Problems with Pre-trained Knowledge and Hierarchical Reasoning, EMNLP2021, [paper]
• An Edge-Enhanced Hierarchical Graph-to-Tree Network for Math Word Problem Solving, EMNLP2021 Findings, [paper] [code]
• Generate & Rank: A Multi-task Framework for Math Word Problems, EMNLP2021 Findings, [paper] [code]
• Math Word Problem Solving with Explicit Numerical Values, ACL2021, [paper] [code]
• Neural-Symbolic Solver for Math Word Problems with Auxiliary Tasks, ACL2021, [paper] [code]
• Sequence to General Tree: Knowledge-Guided Geometry Word Problem Solving, ACL2021 short paper, [paper] [code]
• Measuring Mathematical Problem Solving With the MATH Dataset, NIPS2021, [paper] [code]
• Are NLP Models really able to Solve Simple Math Word Problems, NAACL2021, [paper] [code]
• Learning by Fixing- Solving Math Word Problems with Weak Supervision, AAAI2021, [paper] [code]
• Reverse Operation based Data Augmentation for Solving Math Word Problems, TASLP2021, [paper] [code]
• Semantically-Aligned Universal Tree-Structured Solver for Math Word Problems, EMNLP2020, [paper] [code]
• A Knowledge-Aware Sequence-to-Tree Network for Math Word Problem Solving, EMNLP2020, [paper]
• Graph-to-Tree Neural Networks for Learning Structured Input-Output Translation with Applications to Semantic Parsing and Math Word Problem, EMNLP2020 Findings, [paper]
• Graph-to-Tree Learning for Solving Math Word Problems, ACL2020, [paper] [code]
• Teacher-Student Networks with Multiple Decoders for Solving Math Word Problem, IJCAI2020, [paper] [code]
• Modeling Intra-Relation in Math Word Problems with Different Functional Multi-Head Attentions, ACL2019, [paper] [code]
• A Goal-Driven Tree-Structured Neural Model for Math Word Problems, IJCAI2019, [paper] [code]
• Template-Based Math Word Problem Solvers with Recursive Neural Networks, AAAI2019, [paper] [code]
• MathQA- Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms, NAACL2019, [paper] [code]
• The Gap of Semantic Parsing- A Survey on Automatic Math Word Problem Solvers, TPAMI2019, [paper]
• Translating a Math Word Problem to an Expression Tree, ACL2018, [paper]
• A Meaning-based Statistical English Math Word Problem Solver, NAACL2018, [paper] [code]
• MathDQN: Solving Arithmetic Word Problems via Deep Reinforcement Learning, AAAI2018, [paper] [code]
• Mapping to Declarative Knowledge for Word Problem Solving, TACL2018, [paper] [code]
• A Weakly Supervised Model for Solving Math word Problems, arxiv-2021, [paper]
• MWP-BERT: A Strong Baseline for Math Word Problems, arxiv-2021, [paper]
• Investigating Math Word Problems using Pretrained Multilingual Language Models, arxiv-2021, [paper]
• MWPToolkit- An Open-source Framework for Deep Learning-based Math Word Problem Solvers, arxiv-2021, [paper] [code]

Math Word Problem Generation

• Math Word Problem Generation with Mathematical Consistency and Problem Context Constraints, EMNLP2021, [paper]
• Mathematical Word Problem Generation from Commonsense Knowledge Graph and Equations, EMNLP2021, [paper][code]
• Adversarial Examples for Evaluating Math Word Problem Solvers, EMNLP2021 Findings, [paper] [code]
• Generating Math Word Problems from Equations with Topic Consistency Maintaining and Commonsense Enforcement, ICANN2021, [paper]

Geometry Problem Solvers

• Inter-GPS: Interpretable Geometry Problem Solving with Formal Language and Symbolic Reasoning, ACL2021, [paper] [code]
• GeoQA: A Geometric Question Answering Benchmark Towards Multimodal Numerical Reasoning, ACL2021 Findings, [paper] [code]

Copyright

Finished by Shifeng Huang ([email protected]).
Welcome to open an issue or make a pull request!