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Rachel Pottinger

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Representation, Retrieval, and Decision Space: A Case Study on Diagnosing LLM Failures in Column Type Annotation

A case study diagnosing LLM failures in CTA from three perspectives: representation bias, retrieval incompleteness, and decision-space complexity suggests that improving LLM-based CTA requires targeted interventions tailored to error profiles rather than a generic fix.

Jianhao Cao, Rachel Pottinger · 0 citations