MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms

@inproceedings{Amini2019MathQATI,
  title={MathQA: Towards Interpretable Math Word Problem Solving with Operation-Based Formalisms},
  author={Aida Amini and Saadia Gabriel and Peter Lin and Rik Koncel-Kedziorski and Yejin Choi and Hannaneh Hajishirzi},
  booktitle={NAACL-HLT},
  year={2019}
}
  • Aida Amini, Saadia Gabriel, +3 authors Hannaneh Hajishirzi
  • Published in NAACL-HLT 2019
We introduce a large-scale dataset of math word problems and an interpretable neural math problem solver that learns to map problems to operation programs. Due to annotation challenges, current datasets in this domain have been either relatively small in scale or did not offer precise operational annotations over diverse problem types. We introduce a new representation language to model precise operation programs corresponding to each math problem that aim to improve both the performance and… CONTINUE READING

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