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Math Word Problem Solving

A math word problem is a mathematical exercise (such as in a textbook, worksheet, or exam) where significant background information on the problem is presented in ordinary language rather than in mathematical notation. As most word problems involve a narrative of some sort, they are sometimes referred to as story problems and may vary in the amount of technical language used.

Papers

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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1ATHENA (roberta-large)Execution Accuracy91Unverified
2MMOS-DeepSeekMath-7B(0-shot)Execution Accuracy87.6Unverified
3ATHENA (roberta-base)Execution Accuracy86.4Unverified
4MMOS-CODE-34B(0-shot)Execution Accuracy85.1Unverified
5OpenMath-CodeLlama-70B (w/ code)Execution Accuracy84.7Unverified
6Graph2Tree with RoBERTaExecution Accuracy82.2Unverified
7GTS with RoBERTaExecution Accuracy81.2Unverified
8MMOS-CODE-7B(0-shot)Execution Accuracy78.6Unverified
9LSTM Seq2Seq with RoBERTaExecution Accuracy76.9Unverified