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ATHENA: Mathematical Reasoning with Thought Expansion. (arXiv:2311.01036v1 [cs.CL])
cs.CL updates on arXiv.org arxiv.org
Solving math word problems depends on how to articulate the problems, the
lens through which models view human linguistic expressions. Real-world
settings count on such a method even more due to the diverse practices of the
same mathematical operations. Earlier works constrain available thinking
processes by limited prediction strategies without considering their
significance in acquiring mathematical knowledge. We introduce Attention-based
THought Expansion Network Architecture (ATHENA) to tackle the challenges of
real-world practices by mimicking human thought expansion mechanisms in the …
arxiv athena count diverse expansion human math mathematical reasoning operations practices prediction processes reasoning strategies thinking thought through word world