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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
1GPT-4 DUPAccuracy94.2Unverified
2GPT-4 (Teaching-Inspired)Execution Accuracy93.9Unverified
3GPT-4 (Model Selection)Execution Accuracy93.7Unverified
4Qwen2(CoT + Code Interpreter)Execution Accuracy92.3Unverified
5GPT-4 (PHP)Execution Accuracy91.9Unverified
6OpenMath-CodeLlama-70B (w/ code)Execution Accuracy87.8Unverified
7MathCoder-L-70BExecution Accuracy84.9Unverified
8PoT_Eng (self-consistency @ 5)Execution Accuracy83.7Unverified
9CoT_Eng (self-consistency @ 5)Execution Accuracy82.5Unverified
10MMOS-CODE-34B(0-shot)Execution Accuracy80.6Unverified