Author

Shubin Han

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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

Preprint Aug 2026

BulkPR-Bench: Benchmarking Queue-Level Governance of Interacting Pull Requests

BulkPR-Bench is introduced, an executable benchmark in which an agent must recover consequential PR relations and return a large safe subset in executable order in executable order under a rolling-release protocol.

Ze-Tong Xiong, Qiao Zhao, Jun Zhang et al. · 0 citations