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Author

Sicheng Song

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Preprint Aug 2026

VizAnchor: Decoding Manipulation Intent from Tampering Visualizations via Dual-Anchor Reasoning

VizAnchor is proposed, a framework for visualization manipulation understanding through dual-anchor evidence construction and VLM-based reasoning that accurately localizes manipulations and produces faithful explanations of their manipulation, misleaders, and misleading intents.

Xiaotian Zhang, Hua-Yuan Ye, Hai-Yang Zhang et al. · 0 citations
Jul 2026

Are LLMs Ready for Scientific Discovery? A Capability-Oriented Benchmark for AI Scientists

SDABench is introduced, a benchmark that reorganizes evaluation around six capabilities (descriptive, exploratory, inferential, inferential, predictive, causal, and mechanistic) across five domains (Biology, Chemistry, Environment, Geography, Physics).

Chuhan Shi, Xiaoquan Ren, Sicheng Song et al. · 1 citation

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