--- tags: Paper --- # Math Word Problem: Related Works ## What is Math Word Problem (MWP)? ### Definition 給定數學題目,機器可以成功算出解答,並且給予具解釋性的計算過程 ## Why this task? 1. MWP無法直接用簡單的keyword matching得到解答,需要讓機器理解和推理 2. MWP涉及到的domain knowledge相對較少(如和物理、化學等比較),研究者可以專注在自然語言的理解和推理部分 3. MWP的解答基本上從題目敘述即可知,較好驗證 4. 直接的應用可以輔助數學教學 English === ## 2020 - [A Diverse Corpus for Evaluating and Developing English Math Word Problem Solvers (ACL-20)](https://www.aclweb.org/anthology/2020.acl-main.92/) - [Graph-to-Tree Learning for Solving Math Word Problems (ACL-20)](https://www.aclweb.org/anthology/2020.acl-main.362/) ## 2019 - [Template-Based Math Word Problem Solvers with Recursive Neural Networks (AAAI-19)](https://www.aaai.org/ojs/index.php/AAAI/article/view/4697) - [A Goal-Driven Tree-Structured Neural Model for Math Word Problems (IJCAI-19) **(in PrimaryMathematics)**](https://www.ijcai.org/Proceedings/2019/0736.pdf) - [Semantically-Aligned Equation Generation for Solving and Reasoning Math Word Problems (NAACL-19) **(in PrimaryMathematics)**](https://www.aclweb.org/anthology/N19-1272/) ## 2018 - [A Meaning-Based Statistical English Math Word Problem Solver (NAACL-18) **(in PrimaryMathematics)**](https://www.aclweb.org/anthology/N18-1060/) logic form transformation + SVM - [Translating a Math Word Problem to an Expression Tree (EMNLP-18)](https://www.aclweb.org/anthology/D18-1132/) ## Before 2018 - [Deep Neural Solver for Math Word Problems (EMNLP-17)](https://www.aclweb.org/anthology/D17-1088.pdf) - [A Meaning-based English Math Word Problem Solver with Understanding, Reasoning and Explanation (COLING-16)](https://www.aclweb.org/anthology/C16-2032/) - [A Tag-based English Math Word Problem Solver with Understanding, Reasoning and Explanation (NAACL-16)](https://www.aclweb.org/anthology/N16-3014/) - [Designing a Tag-Based Statistical Math Word Problem Solver with Reasoning and Explanation (ROCLING/IJCLCLP-15) **(in PrimaryMathematics)**](https://www.aclweb.org/anthology/O15-3001/) - [Explanation Generation for a Math Word Problem Solver (ROCLING/IJCLCLP-15)](https://www.aclweb.org/anthology/O15-1007/) - [Learning to Automatically Solve Algebra Word Problems (ACL-14)](https://www.aclweb.org/anthology/P14-1026/) ## Review Paper - [The Gap of Semantic Parsing: A Survey on Automatic Math Word Problem Solvers (IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019)](https://arxiv.org/abs/1808.07290) - [A review of methods for automatic understanding of natural language mathematical problems (Artificial Intelligence Review, 2008)](https://link.springer.com/article/10.1007/s10462-009-9110-0) --- Chinese === - [構建一個中文國小數學文字問題語料庫 (ROCLING-16)](https://www.aclweb.org/anthology/O16-1031.pdf) --- # Prof. hsu - [A Context Sensitive Model for Concept Understanding (Proceedings of ITALLC, 1998)](http://iasl.iis.sinica.edu.tw/webpdf/Paper-1998-A_Context_Sensitive_Model_for_Concept_.pdf)