دورية أكاديمية
Math word problem generation via disentangled memory retrieval
| العنوان: | Math word problem generation via disentangled memory retrieval |
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| المؤلفون: | QIN, Wei, WANG, Xiaowei, HU, Zhenzhen, WANG, Lei, LAN, Yunshi, HONG, Richang |
| المصدر: | Research Collection Lee Kong Chian School Of Business |
| بيانات النشر: | Institutional Knowledge at Singapore Management University |
| سنة النشر: | 2024 |
| المجموعة: | Institutional Knowledge (InK) at Singapore Management University |
| مصطلحات موضوعية: | Memory, math word problem, retrieval, text generation, Artificial Intelligence and Robotics, Numerical Analysis and Scientific Computing |
| الوصف: | The task of math word problem (MWP) generation, which generates an MWP given an equation and relevant topic words, has increasingly attracted researchers’ attention. In this work, we introduce a simple memory retrieval module to search related training MWPs, which are used to augment the generation. To retrieve more relevant training data, we also propose a disentangled memory retrieval module based on the simple memory retrieval module. To this end, we first disentangle the training MWPs into logical description and scenario description and then record them in respective memory modules. Later, we use the given equation and topic words as queries to retrieve relevant logical descriptions and scenario descriptions from the corresponding memory modules, respectively. The retrieved results are then used to complement the process of the MWP generation. Extensive experiments and ablation studies verify the superior performance of our method and the effectiveness of each proposed module. The code is available at https://github.com/mwp-g/MWPG-DMRTest. |
| نوع الوثيقة: | text |
| وصف الملف: | application/pdf |
| اللغة: | English |
| العلاقة: | https://ink.library.smu.edu.sg/lkcsb_research/7487Test; https://ink.library.smu.edu.sg/context/lkcsb_research/article/8486/viewcontent/MathWordProblem_av.pdfTest |
| DOI: | 10.1145/3639569 |
| الإتاحة: | https://doi.org/10.1145/3639569Test https://ink.library.smu.edu.sg/lkcsb_research/7487Test https://ink.library.smu.edu.sg/context/lkcsb_research/article/8486/viewcontent/MathWordProblem_av.pdfTest |
| حقوق: | http://creativecommons.org/licenses/by-nc-nd/4.0Test/ |
| رقم الانضمام: | edsbas.6FE2D2A4 |
| قاعدة البيانات: | BASE |
| DOI: | 10.1145/3639569 |
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