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篇名
Mining Commonsense and Domain Knowledge from Math Word Problems
並列篇名
Mining Commonsense and Domain Knowledge from Math Word Problems
作者 Shih-Hung TsaiChao-Chun Liang (Chao-Chun Liang)Hsin-Min Wang (Hsin-Min Wang)Keh-Yih Su (Keh-Yih Su)
英文摘要
Current neural math solvers learn to incorporate commonsense or domain knowledge by utilizing pre-specified constants or formulas. However, as these constants and formulas are mainly human-specified, the generalizability of the solvers is limited. In this paper, we propose to explicitly retrieve the required knowledge from math problemdatasets. In this way, we can determinedly characterize the required knowledge andimprove the explainability of solvers. Our two algorithms take the problem text andthe solution equations as input. Then, they try to deduce the required commonsense and domain knowledge by integrating information from both parts. We construct two math datasets and show the effectiveness of our algorithms that they can retrieve the required knowledge for problem-solving.
起訖頁 111-117
關鍵詞 Math word problem solvingknowledge for problem-solving
刊名 ROCLING論文集  
期數 202112 (2021期)
出版單位 中華民國計算語言學學會
該期刊-上一篇 環境音分類使用大規模預訓練模型以及半監督式訓練之初步研究
該期刊-下一篇 具有特定語音分辨率的RCRNN聲音事件偵測系統
 

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