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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
1OpenMath-CodeLlama-70B (w/ code)Accuracy (%)95.7Unverified
2MsAT-DeductReasonerAccuracy (%)94.3Unverified
3ATHENA (roberta-large)Accuracy (%)93Unverified
4Exp-TreeAccuracy (%)92.3Unverified
5Multi-viewAccuracy (%)92.3Unverified
6ATHENA (roberta-base)Accuracy (%)92.2Unverified
7Roberta-DeductReasonerAccuracy (%)92Unverified
8DeBERTa (PM + VM)Accuracy (%)91Unverified
9Graph2Tree with RoBERTaAccuracy (%)88.7Unverified
10EPTAccuracy (%)88.7Unverified