Author

Gao-Chang Chen

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Preprint Sep 2026

SciDocBench: A Workflow-Centered Benchmark and Data Pipeline for Scientific Document Understanding

This work introduces SciDocBench, a workflow-centered benchmark targeting capability diagnosis with verifiable training-data construction for scientific-document assistants, and SciDocIR, a structured representation of scientific document objects, layout and cross-reference relations, and provenance.

Shen-Xi Wu, Yu-Hong Liu, Hao-Song Zhang et al. · 1 citation

#artificial intelligence Preprint Sep 2026

SciDocBench: A Workflow-Centered Benchmark and Data Pipeline for Scientific Document Understanding

Scientific papers require models to reason jointly over text, equations, figures, tables, code, and datasets while preserving the provenance of supporting evidence. Existing benchmarks typically evaluate these capabilities in isolation, leaving unclear whether multimodal models can support realistic scientific-reading...

Shenxi Wu, Yu-Hong Liu, Hao-Song Zhang et al. · 0 citations