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@@ -18,10 +18,8 @@ Spatial reasoning is important for a wide range of applications such as navigati
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  analysis. Many smaller LLMs, while strong in general reasoning, often lack the ability to interpret
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  spatial relationships with precision or utilize real-world geographic data effectively. For example, they
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  struggle to answer queries like “What’s between Point A and Point B?” or “Find me the fastest route
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- avoiding traffic at 8 AM tomorrow.” I came across this limitation through my work, in which I am
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- working on prompt engineering for an LLM project that has agentic behavior in calling a geocoding
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- API. Even when the LLM has access to geospatial information, smaller models struggled to correctly
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- interpret user questions, so we had to switch to a much newer and larger model.
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  ## Related Work/Gap Analysis
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  analysis. Many smaller LLMs, while strong in general reasoning, often lack the ability to interpret
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  spatial relationships with precision or utilize real-world geographic data effectively. For example, they
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  struggle to answer queries like “What’s between Point A and Point B?” or “Find me the fastest route
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+ avoiding traffic at 8 AM tomorrow.” Even when the LLM has access to geospatial information, smaller models struggle to correctly
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+ interpret user questions.
 
 
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  ## Related Work/Gap Analysis
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