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2026 1

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Generating Statistical Charts with Validation-Driven LLM Workflows

cs.LG · 2026-05-01 · unverdicted · novelty 6.0

A validation-driven LLM workflow generates 1,500 charts from 74 UCI datasets with 30,003 aligned QA pairs, revealing that current multimodal models handle chart syntax well but struggle with value extraction and reasoning.

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  • Generating Statistical Charts with Validation-Driven LLM Workflows cs.LG · 2026-05-01 · unverdicted · none · ref 8

    A validation-driven LLM workflow generates 1,500 charts from 74 UCI datasets with 30,003 aligned QA pairs, revealing that current multimodal models handle chart syntax well but struggle with value extraction and reasoning.