SOTAVerified

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
1GPT-4 (Teaching-Inspired)Accuracy (5-fold)94.3Unverified
2ATHENA (roberta-large)Accuracy (training-test)86.5Unverified
3Multi-view* (ours)Accuracy (5-fold)85.2Unverified
4ATHENA (roberta-base)Accuracy (training-test)84.4Unverified
5Generate and RankAccuracy (5-fold)84.3Unverified
6Exp-TreeAccuracy (5-fold)84.1Unverified
7REAL2: Memory-augmented SolverAccuracy (5-fold)83.18Unverified
8Roberta-DeductReasonerAccuracy (5-fold)83Unverified
9MWP-BERTAccuracy (5-fold)82.4Unverified
10Recall and LearnAccuracy (5-fold)80.8Unverified