Web Reference: Jan 20, 2026 · In this work, we introduce SSN4Solver, a deep neural solver that improves MWP-solving performance by symmetrically fusing syntax, semantics, and numeracy representations within its contextual encoder. Jul 1, 2025 · Math word problem solving is a complex task for natural language processing systems, requiring both comprehension of problem descriptions and deduction of accurate solutions. Researchers have proposed many algorithms to solve AWPs. Through analyzing the process of solving problems, one can form the following conclusion: solving problems is to present the knowledge in different states and to use actions to transform knowledge expression from a state to another state. For example, some algorithms use a system of equations...
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