Unverified50% confidenceDecision RuleExact time
对于语义解析和意图路由需求，应让LLM负责语义映射，而将几何计算交给专业库执行，不应让LLM直接做精确浮点运算
1
Sources
50%
Confidence
Long-term
Relevance
7/14/2026
First Seen
Sources
语音驱动几何交互：LLM语义解析与Function Calling架构实践
Related Claims
UnverifiedLarge language models have limitations in precise numerical reasoning, so actual products often adopt a hybrid architecture in which the LLM understands intent and generates candidate solutions while a structured engine validates constraints.76% similarUnverifiedLLMs still face significant limitations when handling deep-comprehension tasks that require global architectural understanding, cross-file dependency reasoning, and complex business constraint modeling.75% similar
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