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Author

Lujie Ban

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Preprint Aug 2026

PreGress: Ranking-Native Pre-training and Prompting for Graph Node Ranking

PreGress is proposed, the first ranking-native pre-training and prompting framework for supporting a wide range of node ranking tasks, and designs lightweight, task-specific prompt modules that adapt a frozen ranking backbone to downstream tasks without full retraining.

Lujie Ban, Jiasheng Shi, Ying-Li Zhou et al. · 0 citations
Review Aug 2026

FormStruct-Bench:A Hierarchical and Diagnostic Benchmark for Table-Form Document Structure Recognition

FormStruct-Bench is introduced, a hierarchical and diagnostic benchmark that evaluates table-form document structure recognition at both the document level and progressively finer component levels, allowing aggregate performance to be traced back to specific structural failure modes.

Lujie Ban, Jiangtao Zhu, Yuanheng Yu et al. · 0 citations

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