Author

Bin-Hui Yao

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Review Oct 2026

One Fact, Many Places: Redundant Evidence in Long Visual Documents Breaks Single-Gold Evaluation of Retrieval, Citation and Attribution

Document understanding is increasingly judged on where an answer comes from, scored against annotated gold locations as if each fact lived in one place. In long visual documents, a fact often lives in several places: a chart value is restated in the text, a key figure reappears in the summary. We ask how often such cop...

Xiao-Kang Yuan, Bin-Hui Yao, Lu-Wei Yang et al. · 0 citations

#artificial intelligence Preprint Oct 2026

LYNX: Analytical Program Synthesis via Grounding and Closed-Loop Refinement

LLM-powered data analytics aims to translate natural language instructions into executable analytical programs over underlying data. However, existing approaches, whether treating LLMs as intent-to-code translators or as standalone analytical engines, often fail to reliably align domain semantics with complex schemas a...

Rui-Chen Xia, Xiao-Chuan Han, Ding-Yu Yang et al. · 0 citations