Author

Zheng-Hao Ruan

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Preprint Aug 2026

Beyond Correctness: Benchmarking and Aligning Response Behaviors in Hybrid-Thinking MLLMs

Hybrid-thinking multimodal large language models (MLLMs) allow a single model to alternate between deliberative thinking and latency-efficient non-thinking inference. Although these modes differ in reasoning budget, their delivered responses should satisfy the same user-facing standard. Correctness alone may not charac...

Xinming Wang, Wei-Nong Wang, Hongming Yang et al. · 1 citation · ⚡1

Review Jul 2026

HyMobileAgent: Data-Environment Co-Scaling for Efficient GUI Agents

As large multimodal models move from understanding content to operating on digital environments, mobile GUI has emerged as a challenging and consequential testbed for digital embodied intelligence. Mobile agents operate under three coupled constraints: precise perception of complex interfaces, scalable acquisition of h...

Hy Vision Team, Huawen Shen, Zhengyang Tang et al. · arXiv.org · 1 citation

Jul 2026

HunyuanOCR-1.5: Making Lightweight OCR VLMs Faster and Better

HuyuanOCR-1.5 ranks among the top-tier end-to-end OCR solutions on OmniDocBench v1.6 while achieving new performance milestones across these long-tail tasks, and proposes Agentic Data Flow, an agent-driven data construction system that transforms model weaknesses into executable data requirements and autonomously perfo...

Gengluo Li, Xingyu Wan, Shangpin Peng et al. · arXiv.org · 7 citations · ⚡1