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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

Shi-Hao Bai

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Preprint Sep 2026

SenseNova-U1.5: Towards Native Unified Visual Intelligence

We launch SenseNova-U1.5, an 8B-MoT native unified multimodal model that understands, reasons about, and generates visual content within an encoder-free and VAE-free architecture. We strengthen its visual interface through spatially coherent patch reconstruction and scale its training with carefully curated generation...

Hai-Wen Diao, Jia-Hao Wang, Chen-Jing Ding et al. · 0 citations

StructureBench: A Unified Benchmark Suite for Multi-Scenario Structured Generation Tasks with On-Device Models

The experiments show that constrained decoding consistently enforces syntactic validity, but does not reliably improve semantic accuracy and may even degrade performance for smaller models or complex grammars, and reveal clear task-and model-dependent boundaries for effective constrained decoding.

Xiao-Kun Xiong, Zhengjie Xu, Junyi Chen et al. · 0 citations

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