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Solving General Arithmetic Word Problems

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This paper presents a novel approach to automatically solving arithmetic word problems. This is the first algorithmic approach that can handle arithmetic problems with multiple steps and operations, without depending on additional annotations or predefined templates. We develop a theory for expression trees that can be used to represent and evaluate the target arithmetic expressions; we use it to uniquely decompose the target arithmetic problem to multiple classification problems; we then compose an expression tree, combining these with world knowledge through a constrained inference framework. Our classifiers gain from the use of {\em quantity schemas} that supports better extraction of features. Experimental results show that our method outperforms existing systems, achieving state of the art performance on benchmark datasets of arithmetic word problems.

Subhro Roy, Dan Roth• 2016

Related benchmarks

TaskDatasetResultRank
Arithmetic ReasoningMultiArith
Accuracy60.5
181
Arithmetic ReasoningADDSUB
Accuracy94.9
76
Arithmetic ReasoningMultiArith (test)
Accuracy60.5
67
Math Word Problem SolvingIllinois (IL) 562 single-step word problems (5-fold cross-validation)
Accuracy73.9
10
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