SCAN is a framework for fine-grained LLM capability assessment via automatic taxonomy construction from queries, query synthesis for coverage, visualization tools, and a PC2-enhanced LLM-as-a-judge method, applied to 21 models showing intra-family variations.
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SCAN: Structured Capability Assessment and Navigation for LLMs
SCAN is a framework for fine-grained LLM capability assessment via automatic taxonomy construction from queries, query synthesis for coverage, visualization tools, and a PC2-enhanced LLM-as-a-judge method, applied to 21 models showing intra-family variations.