{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T17:17:39Z","timestamp":1779383859694,"version":"3.53.1"},"publisher-location":"Singapore","reference-count":44,"publisher":"Springer Singapore","isbn-type":[{"value":"9789811075896","type":"print"},{"value":"9789811075902","type":"electronic"}],"license":[{"start":{"date-parts":[[2018,5,9]],"date-time":"2018-05-09T00:00:00Z","timestamp":1525824000000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019]]},"DOI":"10.1007\/978-981-10-7590-2_7","type":"book-chapter","created":{"date-parts":[[2018,5,7]],"date-time":"2018-05-07T22:23:32Z","timestamp":1525731812000},"page":"95-114","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":20,"title":["Solving Arithmetic Mathematical Word Problems: A Review and Recent Advancements"],"prefix":"10.1007","author":[{"given":"Sourav","family":"Mandal","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Sudip Kumar","family":"Naskar","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2018,5,9]]},"reference":[{"key":"7_CR1","unstructured":"Bakman, Y.: Robust understanding of word problems with extraneous information (2007). \narXiv: math\/0701393"},{"key":"7_CR2","unstructured":"Bobrow, D.G.: Natural language input for a computer problem solving system (1964)"},{"issue":"3","key":"7_CR3","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1207\/s1532690xci0103_1","volume":"1","author":"DJ Briars","year":"1984","unstructured":"Briars, D.J., Larkin, J.H.: An integrated model of skill in solving elementary word problems. Cognit. Instr. 1(3), 245\u2013296 (1984)","journal-title":"Cognit. Instr."},{"key":"7_CR4","unstructured":"Cetintas, S., Si, L., Xin, Y.P., Zhang, D., Park, J.Y.: Automatic text categorization of mathematical word problems. In: FLAIRS Conference (2009)"},{"issue":"1","key":"7_CR5","first-page":"83","volume":"2","author":"S Cetintas","year":"2010","unstructured":"Cetintas, S., Si, L., Xin, Y.P., Zhang, D., Park, J.Y., Tzur, R.: A joint probabilistic classification model of relevant and irrelevant sentences in mathematical word problems. JEDM J. Educ. Data Min. 2(1), 83\u2013101 (2010)","journal-title":"JEDM J. Educ. Data Min."},{"key":"7_CR6","unstructured":"Dellarosa, D.: Solution: a computer simulation of children\u2019s arithmetic word problem solving (Technical Report no. 148). University of Colorado, Institute of Cognitive Science, Boulder (1985)"},{"issue":"2","key":"7_CR7","doi-asserted-by":"publisher","first-page":"147","DOI":"10.3758\/BF03201014","volume":"18","author":"D Dellarosa","year":"1986","unstructured":"Dellarosa, D.: A computer simulation of children\u2019s arithmetic word-problem solving. Behav. Res. Methods Instrum. Comput. 18(2), 147\u2013154 (1986)","journal-title":"Behav. Res. Methods Instrum. Comput."},{"issue":"5","key":"7_CR8","doi-asserted-by":"publisher","first-page":"565","DOI":"10.3758\/BF03207654","volume":"17","author":"CR Fletcher","year":"1985","unstructured":"Fletcher, C.R.: Understanding and solving arithmetic word problems: a computer simulation. Behav. Res. Methods 17(5), 565\u2013571 (1985)","journal-title":"Behav. Res. Methods"},{"key":"7_CR9","unstructured":"Hosseini, M.J., Hajishirzi, H., Etzioni, O., Kushman, N.: Learning to solve arithmetic word problems with verb categorization. In: Proceedings of the 2014 Conference on Empirical Methods in Natural Language Processing, EMNLP 2014, 25\u201329 October 2014, Doha, Qatar, A meeting of SIGDAT, a Special Interest Group of the ACL, pp. 523\u2013533 (2014). \nhttp:\/\/aclweb.org\/anthology\/D\/D14\/D14-1058.pdf"},{"key":"7_CR10","unstructured":"Huang, C., Lin, Y., Su, K.: Explanation generation for a math word problem solver. IJCLCLP 20(2) (2015). \nhttp:\/\/www.aclclp.org.tw\/clclp\/v20n2\/v20n2a2.pdf"},{"key":"7_CR11","unstructured":"Huang, D., Shi, S., Lin, C., Yin, J., Ma, W.: How well do computers solve math word problems? Large-scale dataset construction and evaluation. In: Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016, 7\u201312 August, 2016, Berlin, Germany, Vol. 1: Long Papers (2016). \nhttp:\/\/aclweb.org\/anthology\/P\/P16\/P16-1084.pdf"},{"key":"7_CR12","doi-asserted-by":"crossref","unstructured":"Joachims, T.: Text categorization with support vector machines: Learning with many relevant features. Machine learning: ECML-98 pp. 137\u2013142 (1998)","DOI":"10.1007\/BFb0026683"},{"key":"7_CR13","unstructured":"Jurafsky, D.: Speech and Language Processing. Pearson Education India (2000)"},{"key":"7_CR14","unstructured":"Jurafsky, D., Martin, J.H.: Speech and Language Processing, vol.\u00a03. Pearson (2014)"},{"key":"7_CR15","doi-asserted-by":"publisher","unstructured":"Kingsdorf, S., Krawec, J.: A broad look at the literature on math word problem-solving interventions for third graders. Cogent Educ. 3(1), 135770 (2016). \nhttps:\/\/doi.org\/10.1080\/2331186X.2015.1135770","DOI":"10.1080\/2331186X.2015.1135770"},{"issue":"1","key":"7_CR16","doi-asserted-by":"publisher","first-page":"109","DOI":"10.1037\/0033-295X.92.1.109","volume":"92","author":"W Kintsch","year":"1985","unstructured":"Kintsch, W., Greeno, J.G.: Understanding and solving word arithmetic problems. Psychol. Rev. 92(1), 109 (1985)","journal-title":"Psychol. Rev."},{"key":"7_CR17","unstructured":"Koncel-Kedziorski, R., Hajishirzi, H., Sabharwal, A., Etzioni, O., Ang, S.D.: Parsing algebraic word problems into equations. TACL 3, 585\u2013597 (2015). \nhttps:\/\/tacl2013.cs.columbia.edu\/ojs\/index.php\/tacl\/article\/view\/692"},{"key":"7_CR18","unstructured":"Koncel-Kedziorski, R., Roy, S., Amini, A., Kushman, N., Hajishirzi, H.: MAWPS: A math word problem repository. In: NAACL HLT 2016, The 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, San Diego California, USA, 12\u201317 June, 2016, pp. 1152\u20131157 (2016). \nhttp:\/\/aclweb.org\/anthology\/N\/N16\/N16-1136.pdf"},{"key":"7_CR19","doi-asserted-by":"crossref","unstructured":"Kushman, N., Zettlemoyer, L., Barzilay, R., Artzi, Y.: Learning to automatically solve algebra word problems. In: Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, ACL 2014, 22\u201327 June 2014, Baltimore, MD, USA, vol. 1, Long Papers, pp. 271\u2013281 (2014)","DOI":"10.3115\/v1\/P14-1026"},{"key":"7_CR20","doi-asserted-by":"crossref","unstructured":"Liang, C., Hsu, K., Huang, C., Li, C., Miao, S., Su, K.: A tag-based english math word problem solver with understanding, reasoning and explanation. In: Proceedings of the Demonstrations Session, NAACL HLT 2016, The 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, San Diego California, USA, 12\u201317 June 2016, pp. 67\u201371 (2016)","DOI":"10.18653\/v1\/N16-3014"},{"key":"7_CR21","unstructured":"Liang, C., Hsu, K., Huang, C., Li, C., Miao, S., Su, K.: A tag-based statistical english math word problem solver with understanding, reasoning and explanation. In: Proceedings of the Twenty-Fifth International Joint Conference on Artificial Intelligence, IJCAI 2016, New York, NY, USA, 9\u201315 July 2016, pp. 4254\u20134255 (2016). \nhttp:\/\/www.ijcai.org\/Abstract\/16\/647"},{"key":"7_CR22","unstructured":"Liang, C., Tsai, S., Chang, T., Lin, Y., Su, K.: A meaning-based english math word problem solver with understanding, reasoning and explanation. In: COLING 2016, 26th International Conference on Computational Linguistics, Proceedings of the Conference System Demonstrations, 11\u201316 December 2016, Osaka, Japan, pp. 151\u2013155 (2016). \nhttp:\/\/aclweb.org\/anthology\/C\/C16\/C16-2032.pdf"},{"key":"7_CR23","doi-asserted-by":"publisher","first-page":"222","DOI":"10.1007\/978-3-319-59569-6_26","volume-title":"Natural Language Processing and Information Systems","author":"Sourav Mandal","year":"2017","unstructured":"Mandal, S., Naskar, S.K.: Towards generating object-oriented programs automatically from natural language texts for solving mathematical word problems. In: Natural Language Processing and Information Systems-22nd International Conference on Applications of Natural Language to Information Systems, NLDB 2017, Li\u00e8ge, Belgium, 21\u201323 June, 2017, Proceedings, pp. 222\u2013226 (2017). \nhttps:\/\/doi.org\/10.1007\/978-3-319-59569-6_26"},{"key":"7_CR24","unstructured":"Manning, C.D., Sch\u00fctze, H., et\u00a0al.: Foundations of Statistical Natural Language Processing, vol. 999. MIT Press (1999)"},{"key":"7_CR25","unstructured":"Manning, C.D., Surdeanu, M., Bauer, J., Finkel, J.R., Bethard, S., McClosky, D.: The Stanford CORENLP natural language processing toolkit. In: Proceedings of the 52nd Annual Meeting of the Association for Computational Linguistics, ACL 2014, 22\u201327 June 2014, Baltimore, MD, USA, System Demonstrations, pp. 55\u201360 (2014). \nhttp:\/\/aclweb.org\/anthology\/P\/P14\/P14-5010.pdf"},{"key":"7_CR26","unstructured":"Matsuzaki, T., Iwane, H., Anai, H., Arai, N.H.: The complexity of math problems-linguistic, or computational? In: IJCNLP, pp. 73\u201381 (2013)"},{"key":"7_CR27","unstructured":"Mitchell, T.M., et\u00a0al.: Machine learning. WCB (1997)"},{"key":"7_CR28","unstructured":"Mitra, A., Baral, C.: Learning to use formulas to solve simple arithmetic problems. In: Proceedings of the 54th Annual Meeting of the Association for Computational Linguistics, ACL 2016, 7\u201312 August 2016, Berlin, Germany, vol. 1: Long Papers (2016). \nhttp:\/\/aclweb.org\/anthology\/P\/P16\/P16-1202.pdf"},{"issue":"1","key":"7_CR29","doi-asserted-by":"publisher","first-page":"41","DOI":"10.1207\/s1532690xci0201_2","volume":"2","author":"RV Morales","year":"1985","unstructured":"Morales, R.V., Shute, V.J., Pellegrino, J.W.: Developmental differences in understanding and solving simple mathematics word problems. Cognit. Instr. 2(1), 41\u201357 (1985)","journal-title":"Cognit. Instr."},{"issue":"2","key":"7_CR30","doi-asserted-by":"publisher","first-page":"93","DOI":"10.1007\/s10462-009-9110-0","volume":"29","author":"Anirban Mukherjee","year":"2008","unstructured":"Mukherjee, A., Garain, U.: A review of methods for automatic understanding of natural language mathematical problems. Artif. Intell. Rev. 29(2), 93\u2013122 (2008). \nhttps:\/\/doi.org\/10.1007\/s10462-009-9110-0","journal-title":"Artificial Intelligence Review"},{"key":"7_CR31","unstructured":"Riley, M.S., et\u00a0al.: Development of children\u2019s problem-solving ability in arithmetic (1984)"},{"key":"7_CR32","unstructured":"Roy, S., Roth, D.: Solving general arithmetic word problems. In: Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP 2015, Lisbon, Portugal, 17\u201321 September, 2015, pp. 1743\u20131752 (2015). \nhttp:\/\/aclweb.org\/anthology\/D\/D15\/D15-1202.pdf"},{"key":"7_CR33","unstructured":"Roy, S., Roth, D.: Illinois math solver: math reasoning on the web. In: Proceedings of the Demonstrations Session, NAACL HLT 2016, The 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, San Diego California, USA, 12\u201317 June 2016, pp. 52\u201356 (2016). \nhttp:\/\/aclweb.org\/anthology\/N\/N16\/N16-3011.pdf"},{"key":"7_CR34","unstructured":"Roy, S., Roth, D.: Unit dependency graph and its application to arithmetic word problem solving. In: Proceedings of the Thirty-First AAAI Conference on Artificial Intelligence, 4\u20139 February 2017, San Francisco, California, USA, pp. 3082\u20133088 (2017). \nhttp:\/\/aaai.org\/ocs\/index.php\/AAAI\/AAAI17\/paper\/view\/14764"},{"key":"7_CR35","unstructured":"Roy, S., Vieira, T., Roth, D.: Reasoning about quantities in natural language. TACL 3, 1\u201313 (2015). \nhttps:\/\/tacl2013.cs.columbia.edu\/ojs\/index.php\/tacl\/article\/view\/452"},{"issue":"1","key":"7_CR36","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/505282.505283","volume":"34","author":"F Sebastiani","year":"2002","unstructured":"Sebastiani, F.: Machine learning in automated text categorization. ACM Comput. Surv. (CSUR) 34(1), 1\u201347 (2002)","journal-title":"ACM Comput. Surv. (CSUR)"},{"key":"7_CR37","unstructured":"Shi, S., Wang, Y., Lin, C., Liu, X., Rui, Y.: Automatically solving number word problems by semantic parsing and reasoning. In: Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP 2015, Lisbon, Portugal, 17\u201321 September 2015. pp. 1132\u20131142 (2015). \nhttp:\/\/aclweb.org\/anthology\/D\/D15\/D15-1135.pdf"},{"key":"7_CR38","unstructured":"Upadhyay, S., Chang, M.W.: Draw: A challenging and diverse algebra word problem set. Technical Report, Number MSR-TR-2015-78 (2015)"},{"key":"7_CR39","unstructured":"Upadhyay, S., Chang, M.: Annotating derivations: A new evaluation strategy and dataset for algebra word problems (2016), \narXiv: abs\/1609.07197"},{"key":"7_CR40","volume-title":"Strategies of Discourse Comprehension","author":"TA Dijk Van","year":"1983","unstructured":"Van Dijk, T.A., Kintsch, W., Van Dijk, T.A.: Strategies of Discourse Comprehension. Academic Press, New York (1983)"},{"key":"7_CR41","unstructured":"Verschaffel, L., Greer, B., De\u00a0Corte, E.: Making sense of word problems. Lisse Swets and Zeitlinger (2000)"},{"key":"7_CR42","doi-asserted-by":"publisher","first-page":"79","DOI":"10.1016\/j.lindif.2016.10.015","volume":"52","author":"AY Wang","year":"2016","unstructured":"Wang, A.Y., Fuchs, L.S., Fuchs, D.: Cognitive and linguistic predictors of mathematical word problems with and without irrelevant information. Learn. Individ. Differ. 52, 79\u201387 (2016)","journal-title":"Learn. Individ. Differ."},{"key":"7_CR43","doi-asserted-by":"crossref","unstructured":"Yang, Y., Liu, X.: A re-examination of text categorization methods. In: Proceedings of the 22nd Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, pp. 42\u201349. ACM (1999)","DOI":"10.1145\/312624.312647"},{"key":"7_CR44","doi-asserted-by":"crossref","unstructured":"Zhou, L., Dai, S., Chen, L.: Learn to solve algebra word problems using quadratic programming. In: Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing, EMNLP 2015, Lisbon, Portugal, 17\u201321 September 2015, pp. 817\u2013822 (2015)","DOI":"10.18653\/v1\/D15-1096"}],"container-title":["Advances in Intelligent Systems and Computing","Information Technology and Applied Mathematics"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-981-10-7590-2_7","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2018,5,7]],"date-time":"2018-05-07T22:26:38Z","timestamp":1525731998000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-981-10-7590-2_7"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018,5,9]]},"ISBN":["9789811075896","9789811075902"],"references-count":44,"URL":"https:\/\/doi.org\/10.1007\/978-981-10-7590-2_7","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"value":"2194-5357","type":"print"},{"value":"2194-5365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2018,5,9]]}}}