Author

Cheng Cui

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Preprint Aug 2026

WildHandBench: A Benchmark for Handwritten Text Understanding that Challenges MLLMs and Humans

A Prior-Driven Error (PDE) metric is introduced that quantifies whether errors originate from language priors rather than visual evidence rather than visual evidence in order to expose systematic reliance on language priors that conventional accuracy metrics cannot capture.

Jun Zhang, Qiao Zhao, Cheng Cui et al. · 0 citations

Jul 2026

HPD-Parsing: Hierarchical Parallel Document Parsing

HPD-Parsing is introduced, which replaces full-page autoregressive generation with a Hierarchical Parallel Decoding paradigm, and establishes hierarchical parallel decoding as an effective alternative to full-page autoregressive generation, opening a new direction for efficient unified document parsing.

Shubo Wei, Jing-Jing Wu, Ling-Kun Zhang et al. · arXiv.org · 0 citations

#artificial intelligence Jan 2026

AdaFuse: Adaptive Ensemble Decoding with Test-Time Scaling for LLMs

AdaFuse is an adaptive ensemble decoding framework that dynamically selects semantically appropriate fusion units during generation that establishes a synergistic interaction between adaptive ensembling and test-time scaling, where ensemble decisions guide targeted exploration, and the resulting diversity in turn stren...

Cheng Cui, Tianxin Wei, Ziyi Chen et al. · arXiv.org · 6 citations · ⚡1